{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 前期准备"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "加载模块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T17:49:39.718841Z",
     "start_time": "2021-05-26T17:49:39.706840Z"
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import toad\n",
    "import math\n",
    "from toad.plot import bin_plot, badrate_plot\n",
    "from toad.transform import WOETransformer\n",
    "from toad.metrics import PSI\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import roc_curve, auc\n",
    "\n",
    "np.set_printoptions(suppress=True)\n",
    "pd.set_option('display.width', 180)\n",
    "pd.set_option('display.max_rows', None)\n",
    "pd.set_option('display.max_columns', 100)\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "加载数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T15:04:25.735794Z",
     "start_time": "2021-05-26T15:04:25.712792Z"
    }
   },
   "outputs": [],
   "source": [
    "train = pd.read_csv(r'D:/LKM/信用评分卡模型/version0.1/data/df_training.csv')\n",
    "test = pd.read_csv(r'D:/LKM/信用评分卡模型/version0.1/data/df_test.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T15:04:34.532297Z",
     "start_time": "2021-05-26T15:04:34.498295Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>DerogCnt</th>\n",
       "      <th>CollectCnt</th>\n",
       "      <th>BanruptcyInd</th>\n",
       "      <th>InqCnt06</th>\n",
       "      <th>InqTimeLast</th>\n",
       "      <th>InqFinanceCnt24</th>\n",
       "      <th>TLTimeFirst</th>\n",
       "      <th>TLTimeLast</th>\n",
       "      <th>TLCnt03</th>\n",
       "      <th>TLCnt12</th>\n",
       "      <th>TLCnt24</th>\n",
       "      <th>TLCnt</th>\n",
       "      <th>TLSum</th>\n",
       "      <th>TLMaxSum</th>\n",
       "      <th>TLSatCnt</th>\n",
       "      <th>TLDel60Cnt</th>\n",
       "      <th>TLBadCnt24</th>\n",
       "      <th>TL75UtilCnt</th>\n",
       "      <th>TL50UtilCnt</th>\n",
       "      <th>TLBalHCPct</th>\n",
       "      <th>TLSatPct</th>\n",
       "      <th>TLDel3060Cnt24</th>\n",
       "      <th>TLDel90Cnt24</th>\n",
       "      <th>TLDel60CntAll</th>\n",
       "      <th>TLOpenPct</th>\n",
       "      <th>TLBadDerogCnt</th>\n",
       "      <th>TLDel60Cnt24</th>\n",
       "      <th>TLOpen24Pct</th>\n",
       "      <th>TARGET</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>478</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>487</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>13.0</td>\n",
       "      <td>20408.0</td>\n",
       "      <td>26570.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.7681</td>\n",
       "      <td>0.8182</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5909</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.4615</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>87963</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>283</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>13.0</td>\n",
       "      <td>44185.0</td>\n",
       "      <td>62165.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.7108</td>\n",
       "      <td>0.7273</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.5909</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1538</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>35365</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>252</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>18937.0</td>\n",
       "      <td>40676.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.4656</td>\n",
       "      <td>0.0526</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>0.5263</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0.1000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8250</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6</td>\n",
       "      <td>165</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>22310.0</td>\n",
       "      <td>27277.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.8179</td>\n",
       "      <td>0.0714</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>0.5714</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>86359</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>331</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>15.0</td>\n",
       "      <td>20687.0</td>\n",
       "      <td>34293.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.6032</td>\n",
       "      <td>0.6500</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.7500</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0.4000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      ID  DerogCnt  CollectCnt  BanruptcyInd  InqCnt06  InqTimeLast  InqFinanceCnt24  TLTimeFirst  TLTimeLast  TLCnt03  TLCnt12  TLCnt24  TLCnt    TLSum  TLMaxSum  TLSatCnt  \\\n",
       "0    478         0           0             0         1          4.0                1          487          12        0        1        6   13.0  20408.0   26570.0      22.0   \n",
       "1  87963         0           0             0         4          1.0                3          283           6        0        2        2   13.0  44185.0   62165.0      21.0   \n",
       "2  35365         2           1             0         2          2.0                5          252          11        0        1        1   10.0  18937.0   40676.0       7.0   \n",
       "3   8250         0           0             0         1          3.0                6          165          27        0        0        0    8.0  22310.0   27277.0       2.0   \n",
       "4  86359         0           0             0         3          1.0                3          331           6        0        1        6   15.0  20687.0   34293.0      18.0   \n",
       "\n",
       "   TLDel60Cnt  TLBadCnt24  TL75UtilCnt  TL50UtilCnt  TLBalHCPct  TLSatPct  TLDel3060Cnt24  TLDel90Cnt24  TLDel60CntAll  TLOpenPct  TLBadDerogCnt  TLDel60Cnt24  TLOpen24Pct  \\\n",
       "0           0           0          9.0         10.0      0.7681    0.8182               0             0              0     0.5909              0             0       0.4615   \n",
       "1           1           0          3.0          6.0      0.7108    0.7273               0             0              1     0.5909              0             0       0.1538   \n",
       "2           7           3          2.0          5.0      0.4656    0.0526               3             7             14     0.5263              9             9       0.1000   \n",
       "3          10           8          4.0          5.0      0.8179    0.0714               2             9             11     0.5714              9            10       0.0000   \n",
       "4           2           0          6.0          7.0      0.6032    0.6500               3             2              3     0.7500              2             3       0.4000   \n",
       "\n",
       "   TARGET  \n",
       "0       0  \n",
       "1       0  \n",
       "2       1  \n",
       "3       1  \n",
       "4       0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T15:04:36.921433Z",
     "start_time": "2021-05-26T15:04:36.890432Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>DerogCnt</th>\n",
       "      <th>CollectCnt</th>\n",
       "      <th>BanruptcyInd</th>\n",
       "      <th>InqCnt06</th>\n",
       "      <th>InqTimeLast</th>\n",
       "      <th>InqFinanceCnt24</th>\n",
       "      <th>TLTimeFirst</th>\n",
       "      <th>TLTimeLast</th>\n",
       "      <th>TLCnt03</th>\n",
       "      <th>TLCnt12</th>\n",
       "      <th>TLCnt24</th>\n",
       "      <th>TLCnt</th>\n",
       "      <th>TLSum</th>\n",
       "      <th>TLMaxSum</th>\n",
       "      <th>TLSatCnt</th>\n",
       "      <th>TLDel60Cnt</th>\n",
       "      <th>TLBadCnt24</th>\n",
       "      <th>TL75UtilCnt</th>\n",
       "      <th>TL50UtilCnt</th>\n",
       "      <th>TLBalHCPct</th>\n",
       "      <th>TLSatPct</th>\n",
       "      <th>TLDel3060Cnt24</th>\n",
       "      <th>TLDel90Cnt24</th>\n",
       "      <th>TLDel60CntAll</th>\n",
       "      <th>TLOpenPct</th>\n",
       "      <th>TLBadDerogCnt</th>\n",
       "      <th>TLDel60Cnt24</th>\n",
       "      <th>TLOpen24Pct</th>\n",
       "      <th>TARGET</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>104191</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>106</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.1429</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.1429</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>Withheld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>43988</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6</td>\n",
       "      <td>227</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>14.0</td>\n",
       "      <td>33465.0</td>\n",
       "      <td>43631.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.7670</td>\n",
       "      <td>0.5862</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4828</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.8571</td>\n",
       "      <td>Withheld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3390</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>117</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>15401.0</td>\n",
       "      <td>16445.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.9365</td>\n",
       "      <td>0.3000</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.2000</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1.2500</td>\n",
       "      <td>Withheld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>37343</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>334</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>20004.0</td>\n",
       "      <td>30080.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.6650</td>\n",
       "      <td>0.7500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.6667</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>Withheld</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>56827</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0</td>\n",
       "      <td>275</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1527.0</td>\n",
       "      <td>31983.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0477</td>\n",
       "      <td>0.6400</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.5200</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.3846</td>\n",
       "      <td>Withheld</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       ID  DerogCnt  CollectCnt  BanruptcyInd  InqCnt06  InqTimeLast  InqFinanceCnt24  TLTimeFirst  TLTimeLast  TLCnt03  TLCnt12  TLCnt24  TLCnt    TLSum  TLMaxSum  TLSatCnt  \\\n",
       "0  104191         1           0             1         1          1.0                0          106          31        0        0        0    1.0      0.0       0.0       3.0   \n",
       "1   43988         0           0             0         3          1.0                6          227           6        0        6       12   14.0  33465.0   43631.0      26.0   \n",
       "2    3390         5           4             0         2          1.0                4          117           7        0        2        5    4.0  15401.0   16445.0      17.0   \n",
       "3   37343         0           0             0         0          NaN                0          334          22        0        0        1    8.0  20004.0   30080.0      12.0   \n",
       "4   56827         0           0             0         1          6.0                0          275           3        1        1        5   13.0   1527.0   31983.0      21.0   \n",
       "\n",
       "   TLDel60Cnt  TLBadCnt24  TL75UtilCnt  TL50UtilCnt  TLBalHCPct  TLSatPct  TLDel3060Cnt24  TLDel90Cnt24  TLDel60CntAll  TLOpenPct  TLBadDerogCnt  TLDel60Cnt24  TLOpen24Pct  \\\n",
       "0           4           1          0.0          0.0      0.0000    0.1429               0             1              4     0.1429              1             1       0.0000   \n",
       "1           0           0          9.0         10.0      0.7670    0.5862               3             0              1     0.4828              0             1       0.8571   \n",
       "2           1           0          1.0          2.0      0.9365    0.3000               1             2              5     0.2000              6             2       1.2500   \n",
       "3           0           0          3.0          3.0      0.6650    0.7500               0             0              0     0.6667              0             0       0.1250   \n",
       "4           0           0          0.0          0.0      0.0477    0.6400               0             0              0     0.5200              0             0       0.3846   \n",
       "\n",
       "     TARGET  \n",
       "0  Withheld  \n",
       "1  Withheld  \n",
       "2  Withheld  \n",
       "3  Withheld  \n",
       "4  Withheld  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "缺失值统计"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T15:04:46.957007Z",
     "start_time": "2021-05-26T15:04:46.929006Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>train_missing</th>\n",
       "      <th>test_missing</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>InqTimeLast</td>\n",
       "      <td>6.500000</td>\n",
       "      <td>5.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TLCnt</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TLSum</td>\n",
       "      <td>1.444444</td>\n",
       "      <td>1.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TLMaxSum</td>\n",
       "      <td>1.444444</td>\n",
       "      <td>1.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TLSatCnt</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>TL75UtilCnt</td>\n",
       "      <td>3.611111</td>\n",
       "      <td>3.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>TL50UtilCnt</td>\n",
       "      <td>3.611111</td>\n",
       "      <td>3.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>TLBalHCPct</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>1.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>TLSatPct</td>\n",
       "      <td>0.055556</td>\n",
       "      <td>0.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>TLOpenPct</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>TLOpen24Pct</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          index  train_missing  test_missing\n",
       "0   InqTimeLast       6.500000      5.833333\n",
       "1         TLCnt       0.166667           NaN\n",
       "2         TLSum       1.444444      1.833333\n",
       "3      TLMaxSum       1.444444      1.833333\n",
       "4      TLSatCnt       0.055556      0.333333\n",
       "5   TL75UtilCnt       3.611111      3.666667\n",
       "6   TL50UtilCnt       3.611111      3.666667\n",
       "7    TLBalHCPct       1.500000      1.833333\n",
       "8      TLSatPct       0.055556      0.333333\n",
       "9     TLOpenPct       0.166667           NaN\n",
       "10  TLOpen24Pct       0.166667           NaN"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_count = (train.isnull().sum() / train.shape[0]) * 100\n",
    "train_count = train_count[train_count > 0].reset_index()\n",
    "train_count.columns = ['index', 'train_missing']\n",
    "test_count = (test.isnull().sum() / test.shape[0]) * 100\n",
    "test_count = test_count[test_count > 0].reset_index()\n",
    "test_count.columns = ['index', 'test_missing']\n",
    "missing = pd.merge(train_count, test_count, how='outer')\n",
    "missing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "缺失值处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T15:11:02.079463Z",
     "start_time": "2021-05-26T15:11:02.048461Z"
    }
   },
   "outputs": [],
   "source": [
    "train['bz'] = 'train'\n",
    "test['bz'] = 'test'\n",
    "data = pd.concat([train, test])\n",
    "\n",
    "for col in data.columns:\n",
    "    if col not in ['TARGET', 'bz']:\n",
    "        data[col] = data[col].fillna(data[col].median())\n",
    "    else:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "重新分离训练集与测试集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T15:18:32.507226Z",
     "start_time": "2021-05-26T15:18:32.498226Z"
    }
   },
   "outputs": [],
   "source": [
    "train = data[data.bz=='train'].iloc[:, :-1]\n",
    "train.index = range(len(train))\n",
    "train['TARGET'] = train['TARGET'].astype(int)\n",
    "test = data[data.bz=='test'].iloc[:, :-2]\n",
    "test.index = range(len(test))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 特征工程"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "特征初筛，为了后期的分箱，将相关性系数等于1、缺失值大于0.7、IV值小于0.03的特征进行剔除"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T15:18:41.918765Z",
     "start_time": "2021-05-26T15:18:41.795757Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "keep: 28 drop empty: 0 drop iv: 2 drop corr: 0\n"
     ]
    }
   ],
   "source": [
    "ex_lst = ['ID', 'TARGET']\n",
    "train_slct1, drop_lst = toad.selection.select(train, train['TARGET'], \n",
    "                                              empty=0.7, iv=0.03, corr=1, \n",
    "                                              return_drop=True, \n",
    "                                              exclude=ex_lst)\n",
    "print('keep:', train_slct1.shape[1], \n",
    "      'drop empty:', len(drop_lst['empty']), \n",
    "      'drop iv:', len(drop_lst['iv']), \n",
    "      'drop corr:', len(drop_lst['corr']))"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "根据卡方值进行分箱。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T15:18:49.138177Z",
     "start_time": "2021-05-26T15:18:46.962053Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'DerogCnt': [1, 2, 6],\n",
       " 'CollectCnt': [1, 2, 4],\n",
       " 'InqCnt06': [3, 4, 10],\n",
       " 'InqTimeLast': [1.0, 12.0],\n",
       " 'InqFinanceCnt24': [2, 7],\n",
       " 'TLTimeFirst': [75, 178],\n",
       " 'TLTimeLast': [10, 17],\n",
       " 'TLCnt12': [1, 4],\n",
       " 'TLCnt24': [1, 2, 3, 6, 9],\n",
       " 'TLCnt': [2.0, 6.0, 9.0, 14.0],\n",
       " 'TLSum': [3723.0],\n",
       " 'TLMaxSum': [17132.0, 21775.0, 54928.0],\n",
       " 'TLSatCnt': [13.0],\n",
       " 'TLDel60Cnt': [1, 2, 5],\n",
       " 'TLBadCnt24': [1, 2],\n",
       " 'TL75UtilCnt': [1.0, 4.0],\n",
       " 'TL50UtilCnt': [2.0, 3.0, 5.0, 6.0, 9.0],\n",
       " 'TLBalHCPct': [0.6726, 0.8668],\n",
       " 'TLSatPct': [0.25, 0.4762, 0.7059],\n",
       " 'TLDel3060Cnt24': [1, 2, 3],\n",
       " 'TLDel90Cnt24': [1, 2, 4],\n",
       " 'TLDel60CntAll': [1, 2, 7, 10],\n",
       " 'TLOpenPct': [0.32, 0.4688],\n",
       " 'TLBadDerogCnt': [1, 2, 4, 6],\n",
       " 'TLDel60Cnt24': [1, 2, 3, 4],\n",
       " 'TLOpen24Pct': [0.1765, 0.9286]}"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 得到切分节点\n",
    "combiner = toad.transform.Combiner()\n",
    "combiner.fit(train_slct1, \n",
    "             train_slct1['TARGET'], \n",
    "             method='chi', \n",
    "             min_samples=0.05, \n",
    "             exclude=ex_lst)\n",
    "# 导出箱的节点\n",
    "bins = combiner.export()\n",
    "bins"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "画图观察每个变量在数据样本上的Bivar图。"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "DerogCnt 公共(水电费等)欠费次数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T15:19:07.520229Z",
     "start_time": "2021-05-26T15:18:55.467539Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvwAAAF3CAYAAADZx58JAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAABHZUlEQVR4nO3deXjU5b3//2cmCyFhCwiyiSjozY621l2Eo7XiUlt/tYvtOT31aLXaKtpSLdZaj0tV6tLWaqlWre3ppu359hxPVVxqRa1bUVmEW7HiAqgsYctClpnfHzPEEIGEZTLJ5Pm4rlxk7s8y7+EKw2vuvD/3pyCVSiFJkiQpPyVyXYAkSZKk7DHwS5IkSXnMwC9JkiTlMQO/JEmSlMcM/JIkSVIeK8p1ATuhJ/AlYDFQn+NaJEmSlJ+KgVHAr4ENOa5ll3TGwP8l4NZcFyFJkqQu47ZcF7ArOmPgXwywfn0NjY3JXNciSZKkPFRYmKBXr+6QyZ6dWWcM/PUAjY1JGho+HPivvvr71NRUc9VV13PeeWfRvXt3fvjDH39ovzVrVvPpT5/ANdf8kCOOOKrVJ/3lL3/Bn/50L9XV1Rx11NFceOG36dmz507tv2lTLbfe+mMef/xRGhsbOfbY4zn33PMpKSlh7twXOP/8c7Z6zksv/T5Tp55EfX09P//5rTz88IPU1tZy4IEfZdq0b7HnngMBWL16FTff/EOef/4ZEolCpkw5hvPOm0ZZWVmrr1OSJElb6PQt5Hl90e7xx5/ICy88x/r16z+07dFHH6Znz14ccshhrZ7nT3+6l/vu+z0zZlzOT37yM5Yu/SfXXXflTu8/c+YPeOKJx/nOdy7n5ptv4/XXX+Pqq78PwPjxE/nznx/c4uvkkz/N4MFDmDRpMpD+MPG3vz3GFVdcw6233kFtbQ3f+c63ms7/3e9ezPr16/jpT+/ghht+zIIF87nxxuva+LcmSZKkfJLXgX/KlGNJJAqZM+fxD2175JGHOPbYT1BU1PovOX73u1/z5S+fwSGHHMaoUWO49NIrePzxx3j33Xd3eP/169fx0EN/Ydq06Rx66OGMHLkfl19+FY899jDLlr1DcXEx/frt0fS1cuVK/vKX/+HSS6+gvLwHAE8++QQnn/wpJk48kH33HcEZZ3yVV19dzLp1a6murmLPPQcyffoMRowYyejRYznppFOYO/eFXfiblCRJUmeV14G/R48eHHHEUfz1r49sMb5ixXIWLpzP8cefCKTbgD7zmZO3eo7Vq1exfPkyJk78SNPYiBEj6dmzF/Pnv7TD+y9b9g6pVIrx4yc0bd9jj/706VPBvHkfPt9tt/2YyZP/hYkTD2ga69WrF0888VdWr15FXV0dDz74fwwduhc9e/airKyc73//aoYO3QuAt99+iwceuJ+PfvRjrf59SZIkKf90xh7+HfKJT5zAd7/7bdavX0+vXr2A9Oz+8OH7MmrUaAAuuOBb1NdvvT1r5cqVAPTvP2CL8fTs+/s7vP/48Qc07de3bz8AampqWL9+HZWVlVscs2DBfObOfYFf//reLca//vVpXHrpxZxyyvEUFhbSs2dPfvrTO0gktvz8Nn36Bfz9708xaNBgzj77vK3/BUmSJCmv5fUMP8Chhx5Ojx49tmjreeSRhzj++BOaHvfo0YOKioqtHr9pUy0AJSXFW4yXlBRTV1e3w/sPHDiQ8eMn8pOf3MiqVauoqanhxz++AYCGhi0/dPz3f9/LoYcezt57D99ifPnyZVRUVHD99Tfz05/ewX77BS677GJqa2u32O+cc77BrbfewR579OfCC8+joaFhq69RkiRJ+SvvA39RURHHHHMcjz2Wbut5441/8sYb/+S446a26fhu3boBUFe3ZRivq6untLR0p/b/3veupKGhgU996nhOPPFYysrK2W+/QHl5edP+9fX1PPHE4xx//ElbnKeqaiNXX/19zjzzHA4//EjGjRvPVVddx/vvv8djjz28xb4jRoxkwoQDuOqq63jzzaU899wzbXrNkiRJyh9539ID6baec889k/Xr1/Hwww9y4IEHMWDAnm06dnNrzurVq+jTp0/T+OrVqz7UttPW/QcNGszPfnYn69atpbi4hLKyMk466eMMHjykaf+XXppLY2Mjhx12xBbnf/PNpdTU1DBy5H5NY+XlPdhrr2EsX76M9evX8eyzf+eYY45ravHp128PevXqzdq1W7YMSZIkKf/l/Qw/wJgx4xg8eAhPPTWHv/3tsS3aeVrTr98eDB48hJdffrFp7PXXl7Bx4wbGjp2ww/unUikuuujrLFgwn969+1BWVsYrryygurqaceMmNh2zcOF8QggfWjt/jz36A7BkyWtNY5s2bWL58mUMGTKUDRs2cMUV32XBgnlN21esWM7atZUMH75Pm1+3JEmS8kOXmOEHOO64qdx77295//33mDz5mC22bdy4kfr6+m328X/mM5/nF7/4GQMHDqJv335cf/1VTJlyLAMHDtzq8a3tX1ZWzk9/ejPTp8+gurqKK6/8Hp/97Be2uJHXkiWvsc8+Iz5Uy4ABe3LUUUfzox/9kG9/+1J69erN3XffTvfuZUyZciylpaUcfviR3HDDtVxyyWUA3HjjdRx88GGMGTNu1/8iJUmS1Kl0mcD/iU+cwC9+MYvjjptK9+7dt9j2ox/9kBdf/Af33fe/Wz32tNM+z7p1a7nmmu/T0NDA4YcfxTe/efE2j29t/2996zvccMO1fO1rZ9C9exknn/wpvvKVs7Z4zsrKNU1La7Z02WX/yaxZP+X737+UmpoaJk48gJ/8ZFbTNQKXXXYlt9xyE9OnX0B9fT1HHTWZCy741lbPJUmSpPxWkEqlcl3DjjoSmFNZWUVDQzLXtUiSJCkPFRUlqKgoBzgKeDLH5eySLtHDL0mSJHVVBn5JkiQpjxn4JUmSpDyW1Yt2QwhnAhcAG4DTY4xLm23rBfwC2B94E/hijHFDNuuRJEmSupqszfCHEPoD04GDgSuBG1vs8p/A32OME4GLDfuSJEnS7pfNlp7jgAdjjDXAQ8ARIYSCZts/A9wGEGNclMU6JEmSpC4rmy09g4AVADHGZAihEugHrAoh9ADqgItDCKcC/xtjvLTlCUIIfYA+zcdmzZo1cPLkyVksW5IkScof7XnjrQJg88L5ZUB/4BHgx8CjIYQ/xhjntjhmGnB584FZs2YxefLkzeuiSpIkSdqObAb+5cBhACGEBFABVGa2rQTWxhifzGx/AhgJtAz8NwN3Nx84++yzDwLu9cZbkiRJypZmN97q9LIZ+GcDl4cQyoApwBzgwhDCshjj70MIz4QQpgJ/BY4Aft7yBDHGtcDaFsNDs1izJEmSlFeyFvhjjKtCCNcBz5JZlhO4qNkuFwK/It3S88sY48Js1SJJktQRJZNJbrjhWpYseY3i4mIuueQyhg7dq2n7ww8/yB/+8FsKCwsZMWIk3/zmJTQ0NHDNNVewfPkyysvLueiii9lrr2E5fBXq6LLawx9jvBO4s9nQ+c22vUN65l+SJKlLmjPncerq6pg16y4WLJjPLbfcxLXXplcy37Splttvv4177vk9paWlXH75DJ5+eg7vvfcu3buX8fOf381bby3lppuu58Ybb8np61DH5p12JUmScmTevJc45JDDABg3bjyLF3+wUnlxcQk/+9mdlJaWAtDY2EhJSTfeeOMNDj30cACGDRvO0qVvtH/h6lTac5UeSZIkNVNVVUV5eY+mx4lEgoaGBoqKikgkEvTt2w+A++77HTU1NXzsY4ewYsVynn56DpMmTWbhwgWsWrWSxsZGCgsLc/UyBIQQzgQuINPKHmNcmhlPAN8HTgTqgTtijHdktl0GfI70YjefjzGuyUZtzvBLkiTlSHl5OdXV1U2PU6kURUUfzMcmk0luueVmnn/+Wa6++noKCgo48cRPUl5ezje+cTZPPfUEIYwy7OdYCKE/MB04GLgSuHHzthhjEngsxvhR4GTghyGEwhDCAcDxwATgv4HvZqs+A78kSVKOjB8/kWeeeQqABQvms+++I7fYPnPmNdTVbeIHP7ihqbVn8eJXmDDhAG655eccffQUBg8e0u51dyUPPPDAwBDC8BZffVrsdhzwYIyxBngIOCKEULB5Y4zx8cy3+wELY4yNpGf878t8IPgDcFK2XoMtPQJaXyXgd7/7Nfff/z/06dMHgG9/ewbDhg3nV7+6iyeffIL6+npOPfUznHTSp3LzAiRJ6oQmTZrC888/yznnnEEqlWLGjMuZPftBamqqGTVqDPff/2cmTjyQ888/B4DTTvsCEyceyO23/4zf/vbX9OjRk+9857Icv4r8NnPmzHu3MnwF6TadzQYBKyA9ox9CqAT6Aas27xBCmAfsAxzU7JgnM8esDiH03e3FZxj4BWx/lQCAV1+NfPe7VzBq1OimsblzX2D+/HncdtsvqK2t5be//VX7Fy5JUieWSCSYPn3GFmN77z286fs5c57f6nE/+tGt2SxLzUyfPv20adOmvdBieG0rhxUAW9whNsY4IYRwMPDfIYQJu7HEVhn4BWx/lQCAGBfx61/fxerVqzn88CP513/9Cs899wwjRoxkxoxvUVVVxXnnXZCL0iVJkrJm6tSp706dOnVpK7stBw6Dpot0K4DKljvFGJ8LIUTg0MwxQzLH7AGs3o1lb8HAL2D7qwQAHHPMcZx66mcpLy9nxoxv8dRTc1i3bi3vvruC66+/mRUrlnHxxRfxm9/8kYKCgm09jSRJUj6aDVweQigjfZ+pOcCFIYRlwFxgMnAHsAdwBOkb0N4PzAoh3ER6pZ77s1WcgV/A9lcJSKVSfPazp9OjR/oDwWGHHclrr0V69erNsGHDKS4uZtiw4ZSUdGPt2koqKrLWgiZJktThxBhXhRCuA54lsywncFFm85+BicCLQB/gu82W7Pw/YB7p2f7PZas+A7+A9CoBTz01h2OO+fiHVgmoqqri3/7tc/z61/fSvXt35s59nhNP/CTJZIp77/0tn//8F1m9ehW1tTX06tU7h69CkiQpN2KMdwJ3Nhs6v9n3X9/GMVcBV2WzLjDwK2N7qwSccsqpfPWr53L++edQXFzMQQcdzGGHHQnAyy/P5ayzvkwymeSiiy52HWBJknajZG0tdYsWUDJqLInu3XNdjjqpglQqlesadtSRwJzKyioaGpKt7ixJktTZJGtrqX36CWr+9iip6mp6nzuN4n1G5LqsLqWoKEFFRTnAUWSWz+ysnOGXJEnqIFoG/eLR4yj7+FSK9xqW69LUiRn4JUmScuyDoP8Yqeoqg752KwO/JElSjnw46I/NBP29c12a8oiBX5IkqZ0Z9NWeDPySJEntJLVpEzVPP0HN44+mg/6oMemgP2x4rktTHjPwS5IkZZlBX7lk4N8BvSvKKClynfmuqq6hkXWV1a3vKElSRjroz0mvulO10aCvnDDw74CSokJuemJRrstQjlw4aXSuS5AkdRIGfXUkBn5JkqTdJFWXCfqPZ4J+GJ0O+nvvk+vS1IUZ+CVJknaRQV8dmYFfkiRpJxn01RkY+CVJknZQOug/Sc3jj6SD/v6ZoD/coK+Ox8AvSZLURgZ9dUYGfkmSpFak6jZR8/cn0607GzdQvP+oTNDfN9elSa0y8EuSJG1Dqq6Omr/PMeirUzPwS5IktZCqq6P2709S/fgj6aC/Xybo72PQV+dj4JckScow6CsfGfglSVKXl6qro/aZJ6n+6+agHzJBf0SuS5N2mYFfkiR1WQZ9dQUGfkmS1OUY9NWVGPglSVKXkaqvo/aZp9JBf8N6ikfuT9nHz6B435G5Lk3KGgO/JEnKe1sN+l/6ikFfXYKBX5Ik5a100H+a6r8+bNBXl2XglyRJecegL33AwC9JkvJGqr6O2mefpuavD5Ncv57iEftR9sV/p3jEfrkuTcoZA78kSer0thb0e55u0JfAwC9JkjqxrQX9Hqf/OyUGfamJgV+SJHU6qfr6TNCfbdCXWmHglyRJncYHQf9hkuvXUbTvSIO+1AoDvyRJ6vBS9fXUPvc0NY81D/pfNuhLbZDVwB9COBO4ANgAnB5jXNps2w+AzwLrM0NTYoxrs1mPJEnqXAz60q7LWuAPIfQHpgMHAJOBG4FTm+3SGzgjxvi3bNUgSZI6p3TQ/3u6dWfdWor2GUGPL/wbxSP2o6CgINflSZ1KNmf4jwMejDHWhBAeAu4OIRTEGFOZ7b2BtVl8fkmS1MlsNeh//l8N+tIuyGbgHwSsAIgxJkMIlUA/YFVme29gZghhKPCbGONVLU8QQugD9Gk+NmvWrIGTJ0/OXtWSJKndpRoyQf+xzUF/X3p8/ksUj9jfoC/tova8aLcASDZ7/C1gDdANeDyE8HiM8ckWx0wDLm8+MGvWLCZPnkxFRXk2a5W2qn//nrkuQZLySrK+nrVPPMHq+++nobKS7vvvT/+zv0rZ6NEGfWk3yWbgXw4cBhBCSAAVQOXmjTHGxZu/DyHMBkYBLQP/zcDdzQfOPvvsg4B7KyuraGhI0p4Me1q5ckOuS5CkvLC1Gf1ep32R4pH7U11QQPWqjbkuUV1cUVEibyaYsxn4ZwOXhxDKgCnAHODCEMKyzLajY4z/L4TQl3S//89bniCzas/aFsNDs1izJEnKonTQf4aax2ang/7wfenxuS9RPNLWHSlbshb4Y4yrQgjXAc+SWZYTuCizuQY4OoRwKTAAuDHG+GK2apEkSbll0JdyJ6s9/DHGO4E7mw2d3+z7C7P53JIkKfdSDfXUPv9sOuivraRo733o8dkvUrxfMOgrr7Ry/6kzgTOBwcD3Yox3hxC6kb6e9dXMbr+PMV6bjdq8064kSdrtthr0TzvdoK+8tL37T4UQSoC+wBHAQGBBCOGPQHfguRjjlGzXZ+CXJEm7TaqhgdrnnzHoq6vZ5v2nYox1wPWZ/ZaFEJaSbmlP0E73pDLwS5KkXWbQV7564IEHBk6bNm14i+G1mcVlNmvt/lMAhBB6A/2BpcCBwIQQwvPAeuC85qtY7k4GfkmStNM+FPSHDafHZ75A8f6jDPrKCzNnzrx3K8NXAN/fzmEt7z+12aXArBhjYwhhHvAF4EXSC9vcAhy7a9VunYFfkiTtsFRDA5teeJbqRx8y6CuvTZ8+/bRp06a90GJ4bYvH273/VGb8RGAScBRAptXnucy2u4Fv7ObSmxj4JUlSmxn01dVMnTr13alTpy5tZbdt3n8qxvj7EMJRwLXAJ2KM9QAhhJOBp2OMq0nP9Lf8ULHbGPglSVKrUg0NbPrHs1Q/Optk5RqDvtTM9u4/FULoB/yFdI///SGEAuAe0gH/jyGEgZltX85WfQZ+SZK0TVsN+v/f5w36Ugut3H+q5zYOm5y1gpox8EuSpA9JNTZ+0LqzOeif+jmKw2iDvtTJGPglSVKTDwX9vfY26EudnIFfkiRtI+h/luIwxqAvdXIGfkmSurBUYyOb/vEc1Y88mAn6wwz6Up4x8EuS1AVtNeh/+rMUjzLoS/nGwC9JUhfSFPQffYjkmtUGfakLMPBLktQFfCjoDx1Gj0+dZtCXugADvyRJeSzV2Mimuc9T/chDJNesygT9z1A8aqxBX+oiDPySJOWhrQf9sw36Uhdk4JckKY80Bf1HHyK5ehVFQ/eixylnUzzaoC91VQZ+SZLywFaD/lcM+pIM/JIkdWotg37hkL3o+ZWvUjJ6nEFfEmDglySpU0o1NrLpxRfS6+gb9CVth4FfkqRO5MNBfyg9//2rlIwx6EvaOgO/JEmdQFPQf/QhkqtWGvQltZmBX5KkDsygL2lXGfglSeqAUo2NbHrpH+nWnVUrKRw8lJ5fPouSseMN+pJ2iIFfkqQOxKAvaXcz8EuS1AF8KOgPGkLPL59JydgJBn1Ju8TAL0nq0pLJJDfccC1LlrxGcXExl1xyGUOH7tW0/eGHH+QPf/gthYWFjBgxkm9+8xISiQQACxcu4Lbbfswtt/x8p58/HfTnUvPogzSufP+DoD9mPAWZ55GkXWHglyR1aXPmPE5dXR2zZt3FggXzueWWm7j22hsB2LSplttvv4177vk9paWlXH75DJ5+eg5HHnk0//Vfv+Shh/5CaWn3nXreVDLJphf/0SzoD6bnv52Zbt0x6EvajQz8kqQubd68lzjkkMMAGDduPIsXL2raVlxcws9+dielpaUANDY2UlLSDYAhQ4Zy9dUzufLK7+3Q86WSSTa99A9qHjHoS2ofBn5JUpdWVVVFeXmPpseJRIKGhgaKiopIJBL07dsPgPvu+x01NTV87GOHADB58jGsWLG8zc+z9aD/H+kefYO+pCwy8EuSurTy8nKqq6ubHqdSKYqKPvjvMZlMcuutP+btt9/k6quv3+ELaFPJJJtenkvNww8Y9CXlhIFfktSljR8/kaeemsMxx3ycBQvms+++I7fYPnPmNRQXF/ODH9zQdLFuW3wo6A806EvKDQO/JKlLmzRpCs8//yznnHMGqVSKGTMuZ/bsB6mpqWbUqDHcf/+fmTjxQM4//xwATjvtCxx99JRtni+VTFL38lyqH3mQxvffSwf9f/0PSsYZ9CXlRkEqlcp1DTvqSGBOZWUVDQ3Jdn3i/v17ctMTi1rfUXnpwkmjWblyQ67LkNRBfTjoD6Ls4ycY9KVOqqgoQUVFOcBRwJM5LmeXOMMvSdIu2FrQ7/mvZ1AybqJBX1KHYOCXJGknpJJJ6ua9SPXDD9L4/rsGfUkdloFfkqQd8KGgv+cgen7pDErGG/QldUwGfkmS2qAp6D/yII3vGfQldR4GfkmStiNVX0/dwnnNgv5Aen7pK5SMP8CgL6lTMPBLktRC47p11C9eSN2iBdS9FqGuzqAvqdMy8EuSurxUMknDO29Rt2ghdYsW0rjsbQASfSoo/ejBlIwZR/H+ow36kjqlrAb+EMKZwAXABuD0GOPSrezzJ2BdjPEr2axFkqTmkrU11L+6OB3yF79CauMGKCigaO99KJt6MiWjx1E4cBAFBQW5LlWSdknWAn8IoT8wHTgAmAzcCJzaYp9jgH2Al7JVhyRJmzWufD/dprNoIfX/XALJJAXdu1MSxlA8eiwlYQyJ8vJclylJu1U2Z/iPAx6MMdaEEB4C7g4hFMQYUwAhhELgauCHwLFZrEOS1EWlGhqof+P1ppCfXLUSgMI9B9F90r9QMnosRXvvQ0FhYY4rlaTsyWbgHwSsAIgxJkMIlUA/YFVm+9eA/we8s60ThBD6AH2aj82aNWvg5MmTd3uxkqT8kNywnrrFr6Rn8V9dTGpTLRQVUTxiP7ofOZmS0WMp7Nsv12VKUrtpz4t2C4AkQAihL/BF4GjgsO0cMw24vPnArFmzmDx5MhUV/spV7a9//565LkFSC6lkktq33mLjyy+z8aWXqH3jDQCK+vSh92GH0mPiRMrHjCHRrVuOK5Wk3Mhm4F9OJsyHEBJABVCZ2XYy6Zn7vwG9gP4hhG/HGK9vcY6bgbubD5x99tkHAfdWVlbR0JDMVu1bZdjTypUbcl2CJCC1aRN1r6UvuK1fvJDk+vXpC2732puyT5yYvuB28BAKCgqoBWrX1wF1uS5bUidSVJTImwnmbAb+2cDlIYQyYAowB7gwhLAsxvhL4JcAIYSjgX/fStgnxrgWWNtieGgWa5YkdVCNq1ZStzi9bGb960ugsYGC0lKK9x9NyeixlIwaQ6KHEzOScmN7q1Nmtp0JDAa+F2O8OzN+GfA50hPln48xrslGbVkL/DHGVSGE64Bnybxw4KJsPZ8kKb+kGhupX/pP6helb4DV+P57ABT2H0D3IyZRPHosxfuM8IJbSTm3vdUpQwglQF/gCGAgsCCE8EdgBHA8MAE4G/guWcrKWe3hjzHeCdzZbOj8rezzN9KtPZKkLi5ZtTFzwe0C6uNiUrU1UFhI8b77UXrokekLbvfon+syJamlba5OGWOsAzZ3siwLISwFBgAnAvdlFrf5A/B3OmPglyRpe1KpFI0rljXd4bbhraWQSlHQsxcl4ydSMnocxfsFEqWluS5VUhf1wAMPDJw2bdrwFsNrM63nm7W2OiUAIYTeQH9gaeaYJzPHrM4sapMVBn5JUrtK1dVRtyRmWnUWkly3FoCiocMoO/Z4ikePo2jIUAoSidwWKknAzJkz793K8BXA97dzWNPqlC1cCsyKMTaGEHZDdW1j4JckZV1j5ZoP7nC75DVoqKegWzeK9xtFyXEnpC+47dU712VK0odMnz79tGnTpr3QYnhti8fbW52SzPiJwCTgqGbHDMls2wNYvVsLb8bAL0na7VKNjTS8tbQp5De+uwKARL89KD30CEpGj6V43xEUFBXnuFJJ2r6pU6e+O3Xq1KWt7La91Sl/H0I4CrgW+ESMsT5zzP3ArBDCTaRX6rk/O6/AwC9J2k2S1VXUxUXpVp3Fr5CqqYZEguJ9RlB60qcpHj2Wwv4DKCgoyHWpkrRbbW91yhBCP+AvpHv87w8hFAD3xBhvCiH8HzCP9Gz/57JVn4FfkrRTUqkUje+tyFxwu4CGpW+kL7gt70HJmHHpC273H0Wie/dclypJWdfK6pRbvUlIjPEq4Kps1gUGfknSDkjV11H/+mvUvbKQusULSVam7xFTOGQo3f/lOErGjKNo6DAvuJWkDsTAL0narsa1lemLbRcvpO61CPX1UFxCyX6BkmOOo3jUWAp798l1mZKkbTDwS5K2kEomaXjrTeoWL6TulQU0rlgGQKKiL6UHH0bJqLEUj9iPgmIvuJWkzsDAL0kiWVNN/auLqXtlAXVxEamqjZBIUDR8X8pOOIWSMWMpHDDQC24lqRMy8EtSF5RKpWhc+R51r6RbderfeB2SSQrKyigJYygZM47i/UeTKCvLdamSpF1k4JekLiLVUE/960syrToLSa5J3/G9cOBguk8+hpJR4yjae7gX3EpSnjHwS1IeS65fR93iV9KtOq8thro6KCqmeL/96X70v1AyeiyFFX1zXaYkKYsM/JKUR1LJJA3L3qbulQXUL15IwztvA5DoU0HpRw6mZMxYikfsT0FJSY4rlSS1FwO/JHVyydoa6l+N6VadRQtJbdwABQUUDRtO2dSTKRk1lsJBg73gVpK6KAO/JHVCjSvfb1o2s/6N16GxkYLu3SkOoykZNY6SUaNJlPfIdZmSpA7AwC9JnUCqoYH6pa83rarTuPJ9AAr3HEj3Iyen73C79z4UFBbmuFJJUkdj4JekDiq5cQN1ixZSt3gh9XExqU21UFhE8Yj9KD1iUvqC27575LpMSVIHZ+CXpA4ilUrRuOyddMhftICGd96CVIpEr96UHPARSkaNpWS/QEG3brkuVZLUiRj4JSmHUps2UfdapG7RAuoXv0Jy/br0Bbd77U3Zx09I3+F28FAvuJUkEUL4CLBXjPHPmcelMcba1o4z8EtSO2tcvSozi7+Q+tdfg8YGCkpLKd5/FCWjx1EyagyJHj1zXaYkqQMJIfwAGAgcCvw5hDAUuBX4ZGvHGvglKctSjY00LP1nU8hvfP9dAAr7D6D0iKMoGT2W4uEjKCjyLVmStE2nxBjHhBDmAsQY38mE/lb5v4skZUGyaiN1ixelW3VeXUSqpgYKCynedySlhx6eXhu//4BclylJ6jyqQggDgBRACOFooK4tBxr4JeVcMpnkhhuuZcmS1yguLuaSSy5j6NC9ttintraWCy88l0su+R577z0cgF/96i6efPIJ6uvrOfXUz3DSSZ9q/+IzUqkUjSuWU7doAXWLFtLw1lJIpSjo0ZOScRPTs/j7jSJRWpqzGiVJndo5wP8CI0IIrwGFwGfacqCBX1LOzZnzOHV1dcyadRcLFsznlltu4tprb2zavnjxK8yc+QNWZtaeB5g79wXmz5/Hbbf9gtraWn7721+1e92pujrql7zatHRmcm0lAEVD96L7scdTMnosRUP2oiCRaPfaJEn5Jcb4jxDC4cD+QAKIQGNbjjXwS8q5efNe4pBDDgNg3LjxLF68aIvtdXV1XHPNTK688ntNY8899wwjRoxkxoxvUVVVxXnnXdAutTZWrmlaNrN+yWvQUA8lJZTsP4qSj09NX3Dbq3e71CJJ6jpCCLNjjMcBi5qN/Q04urVj2xT4Qwi9gAuAjwI1wGPAnTHGNn2qkKTtqaqqory8R9PjRCJBQ0MDRZmLWCdMOOBDx6xbt5Z3313B9dffzIoVy7j44ov4zW/+uNuXr0wlkzS8ubSpVafx3eXpGvvuke7FHz2O4n1HUFBUvFufV5IkgBDCwaRX5hkVQvhGs01DgUFtOUdbZ/h/R/rTxK1AA/AV4GPAV9tcrSRtQ3l5OdXV1U2PU6lUU9jfll69ejNs2HCKi4sZNmw4JSXdWLu2koqKvrtcT7K6mvr4SnomP75CqroaEgmK9xlBt5M+lb7Dbf89XRtfktQeaoB60rm9otn4q8CUtpygrYF/YIzxhGaPHwshzG/jsZK0XePHT+Spp+ZwzDEfZ8GC+ey778hWj5kw4QDuvfe3fP7zX2T16lXU1tbQaydbaVKpFI3vvfvBHW7ffAOSSQrKe6TXxR89luL9R5HoXrZT55ckaWfFGOcD80MIr8QY/7Yz52hr4H86hDAhxjgPIIQwEHhpZ55QklqaNGkKzz//LOeccwapVIoZMy5n9uwHqamp5pRTTt3qMUcccRQvvzyXs876MslkkosuupjCwsI2P2eqvp76119ratVJVq4BoHDwULpP+Xj6gtu99vaCW0lSR7EwhPAV4BCgqY80xvgfrR1YkEqlWj17CGEJ6T6hKqAA6EZ6DdA6IBVj7Ldzde+UI4E5lZVVNDQk2/FpoX//ntz0xKLWd1ReunDSaFau3JDrMrQLGtetpT5z86u61yLU10FxMSX7hXQv/qgxFPapaP1EkqS8V1SUoKKiHOAo4Mkcl0MI4Rngr8DBwI+Ag4D6GOOVrR3bphn+GGPrv1+XpA4mlUzS8PabH9zhdvk7ACQq+lL6sUPSrToj9qOguCTHlUqS1KruMcbvhBCuA16MMf5PCOExYPcEfoAQwkeAj5Ne93N2jPEfO12uJGVJsqaG+lcXp1t1Fr9CqmojFBRQNHxfyk74JCWjx1G450AvuJUkdTavhhBGkl5M57YQwl+APm05sK3Lcp4DnAv8P9ItPXeFEG6NMf5sp8qVpN0klUrRuPL99Lr4ixZS/8br6Qtuy8ooCWPSs/hhNImy8lyXKknSrpgGrIsxLgkh3A4cBnypLQe2dYb/a8DBMcZagBDCNcAzgIFfUrtLNdRT/8/Xm1bVSa5eBUDhwEF0P/qY9AW3w4ZTsAMX8UqS1MF9O8Z4AUCM8c/An9t64I7caTexje8lKeuS69dTtzhzh9vXIqlNm6ComOKR+9F90pR0q85uWINfkqQOanAIYWSMccmOHtjWwD8TeCnTKwQwlTZcICBJOyqVSpFcv47G5e/QsHwZDZk/k6tWApDo3YduBx6UXlVn5P4UlHjBrSSpS1gNzM1cqNu4eTDG+P+1dmBbV+n5dQjhOeAY0j38P4sxLt7JYiUJgFRjI42r3qdh2Ts0Ngv3qaqNTfsk+u1B0eChFH3sUEpGjaFw0BAvuJUkdUW/yXztsLZetPtkjPFI0rfwlaQdltq0iYYVH4T6xuXv0LBiBTTUp3coLKJo0CBKxo6naPAQigYPpXDQYBKl3XNbuCRJHUCM8YmdPbatLT1/DSF8Mcb4Xzv7RJK6hlQqRWrD+nSwX/ZBW05y9SrI3OivoKyMosFDKT38yPTs/ZChFPbf04tsJUlqIYSwhvQNb0tId9psymwqA96KMYbWztHWwH8icEkI4aeke4YKaP877ErqYFLJJI0r3/9Qv31q4wd3JE703SM9Y/+Rgykckp65T/TuY1uOJEltEGPsCxBC+A1wYYzxvczjMcD5bTlHWwP/IcAXgI8CNcCjMcaHd7hiSZ1Wqm4TDSuWf9COs+wdGt5dDvWbW3IKKRw4KL0kZlNLzhAS3W3JkSRpNxi/OewDxBhfCSEc2pYD2xr47wJKgdlAAzAjhDApxnjZ9g4KIZwJXABsAE6PMS7NjCeA75P+zUE9cEeM8Y421iIpy5LrMy05zfrtG1et/KAlp3v3dEvOoUd+EO4H7ElB0Y6s9CtJknbAMyGE+4D/Ip2fTwHebMuBbf3feUKMccLmByGEe4CXgW0G/hBCf2A6cAAwGbgROBUgxpgMITwWY/xeZr/XQgh3xRgbt3U+SbtfKpmkcdXKLVtylr2zZUtORV+KBg+l2wEfpTDTb5/oU2FLjiRJ7etrwFnA6UAx8CxwYVsObGvgfzmEsHeMcfOniO60vmLPccCDMcaaEMJDwN0hhIIYYwogxvh4Zr/9gIVbC/shhD5An+Zjs2bNGjh58uQ2li1ps1RdHQ3vLt9yCcwVy6G+Lr1DIkHhnoMoCaMpGrIXRYOHpFtyyspyW7gkSSLG2ADclvnaIW0N/CNI/xpheeZxXyARQvhHpoCPbuWYQcCKzPZkCKES6Aes2rxDCGEesA9w0DaedxpwefOBWbNmMXnyZCoqyttYurT79O/fM9cltEnD+vXUvvUWm956i9rMV92KFU0tOYnu3SkdNoyek4+mdNgwSocNo2TwYBLFxTmuXJIkbU0I4dOkZ/Q/Qnqlnu7AGzHGsa0d29bA//mdL69JAZBsPhBjnBBCOBj47xDChMwnl+ZuBu5uPnD22WcfBNxbWVlFQ0OS9tRZwp6yZ+XKDa3v1I5SySTJ1auarZDzDo3L3yG5fn3TPok+FRQNHkr3sROb+u0TFX2bWnLqM1+srQVqc/EyJEnqcIqKEh1tgvlm0h003wbOBMYAZ7TlwLbeafetnShqOXAYNF2kWwFUbuXcz4UQInAo8GSLbWuBtS0OGboTtUidXqq+joZ3V2RWyNnckrMM6pq35AykeL9R6XacwUMpGjyERFmHerOSOpxkMskNN1zLkiWvUVxczCWXXMbQoXs1bX/44Qf5wx9+S2FhISNGjOSb37yEBx/8P/7yl/8FoK6ujiVLXuXPf36Inj2dGJK6qm0tVpPZdgjpwF4aYzwwM9YNWMMHbfK/jzFeu52nWBZjjJkOmSkxxsdCCFPaUls2l9SYDVweQigDpgBzgAtDCMuAuaQv5L0D2AM4gjZedCB1BcmqjU03rWrcPHP//nsfrJLTrZTCwUMo/dhhH6ySM3AgBUW25Eg7as6cx6mrq2PWrLtYsGA+t9xyE9deeyMAmzbVcvvtt3HPPb+ntLSUyy+fwdNPz+GEE07mhBNOBuCGG67jxBM/adiXurDtLVaT8U/gGuA/m431Bp6LMbYptAMPhBAOBO4BHgsh1AML23Jg1gJ/jHFVCOE60lcQbyB9RfFFmc1/BiYCL5K+KPe7zT8FSV1FKpkkuWZ10/KX6ZacZSTXrW3aJ92SM4SS8Qds2ZKTSOSucCmPzJv3EoccchgA48aNZ/HiRU3biotL+NnP7qS0tBSAxsZGSkq6NW1fvPgV3njjdb75zYvbt2hJ7eaBBx4YOG3atOEthtdmOlE2a22xmpWZmfnmevPhTpbtuZZ0m/2/A48Cb8YYf9KWA7O6aHaM8U7gzmZDze8G9vVsPrfU0aTq62l8b0WLfvvlpDZl+uYTCQoH7EnxiP0ozAT7osFDSJT3yG3hUp6rqqqivNm/s0QiQUNDA0VFRSQSCfr2Td9U/r77fkdNTQ0f+9ghTfvec89dnHHGV9u9ZkntZ+bMmfduZfgK0veU2qzVxWq2ojcwIYTwPLAeOC/GuHg7+99F+kLdh0jfF+tfQwj9Y4zfa+01eJccKQuSVVU0rHhniyUwG99/D5LpC80LunWjcPAQuh10cFOwL9xzEAWukiO1u/Lycqqrq5sep1IpiprdRC6ZTHLrrT/m7bff5Oqrr2+64H3Dhg289dZSPvKRbS00JykfTJ8+/bRp06a90GJ4bSuHfWixmq2YB3yBdMfLRcAtwLHb2X9r98V6CTDwS9mUSqW2aMnZfAOr5NoPrk9P9O5D4eAhlIyd8EFLTt9+tuRIHcT48RN56qk5HHPMx1mwYD777jtyi+0zZ15DcXExP/jBDSSa/bt9+eW5HHTQwe1drqR2NnXq1HenTp26tJXd2rRYTXMxxjrgucwxdwPfaOU5XgghDGu2mE5b7osFGPiVkUommfNfs1j9zlISRUVM/vLX6T1g0Bb71G/axP03Xc7kL3+dikFDSSYb+ds9t7L23WUkEgkm//s3PnRMPknW19Ow7O0t7kjbuGIZqdpMS05BQbolZ58RTSvkFA0eQqKHF/JJHdmkSVN4/vlnOeecM0ilUsyYcTmzZz9ITU01o0aN4f77/8zEiQdy/vnnAHDaaV/g6KOn8NZbbzJ48JAcVy+pg9jmYjUxxt9v7YAQwsnA0zHG1aRn+lv+FmHzfnOBFNALeLbFfbHea0txBn4B8MZLz9JQX8env3Md770e+fsf7uL4r89o2v7+0iXM+fVtbKxc3TT25svPA/DpS65lWZz/oWM6s+JNNfRc8z49V79PrzXv03P1e8RfroHGzA2hS0ooGjSEbgd+jKIhmSUwBw6ioLgkt4VL2mGJRILp07d879p77+FN38+Z8/xWjzv99H/LZlmSOpFWFqshhHA7cDiwTwjhReA80m1BfwwhDCTd///lbZz+U7tan4FfALz72iKGjfsIAHuOCLz/5pIttjc21POJcy/h0V/c3DS2z4GHsveEjwGwcfVKuvfq3W717japFN03rqfnmvfotfp9eq55n15r3qP7xg9uXFXbvQcb+g2g3xGHUNdnQHrWvt8etuRIkqQm21usJsZ41jYOm9yG8+7M/bC2YOAXAHW11ZR0L2t6nEgkSDY2kigsBGDQyNFbPS5RWMhjd/6IN158huPO+Xa71LqzChob6bF2VdOMfa816YBfXLcJgFRBAVW9+1I5YAhvjfoI6/sNYEPfAdR1T9+4atKk0R3uTruSJEmtMfALgJLSMupqa5oep5KpprDfmn854wKq1/0bf7rm23zuP39CcbfSbJXZZkWbajOz9e83zd73WLuKRGaVnIaiYjZW9GfFvqPZ0HdP1vcdwIa+/Ul64ypJkpRnDPwCYODIUSx9+XlGfuxI3ns90nfo3q0e8+rf/8rGytV85ITPUFTSjYKCgvZvc0mlKK3a0BTqe61+j55r3qds47qmXTZ1L2d93wGsGrpvOtj3G0BVzwqwJUeSJHUBBn4B6X78d155mf++9mJIweR//wavPfs36jfVMmbSJ7Z+zEcO4693/Zg/Xz+DZGMjh3/+PyjK4kWrBclGyteuTgf7Ne81XVRbUpdeJScFVPXuy7r+g3g7HMCGfgNY33cAdWXeuEqSJHVdBalUKtc17KgjgTmVlVU0NLR2P4Pdq3//ntz0xKLWd9QuK6rblA70az6Yte9ZuYpEMr1KTmNhERsq+rO+355NwX5jRX8as/iB40J7+NWF9a4oo6SobW1+yk91DY2sq6xufUcpTxQVJaioKAc4Cngyx+XsEmf4lVtNLTmZWfvMMphlG9Y27bKptIwN/QawdOxBbOg7gPX9BlDdqy8pW3KkdlNSVOiERxd34aStL94gqeMz8KvdFCQbKV+3JhPqPwj3JZvSFwungOpeFazrtyfv7D8h02+/J5u6l0PmVvaSJEnaMQZ+ZUVh/SZ6rlnZ1I6TXiVnJYWNW7bkvLf3/k3LX27o25/G4m45rlySJCm/GPi1a1IpulVv/NDa9uXrK5t2qevWnfX9BvDW6I+yvt8A1vfdk+retuRIkiS1BwO/2qwgmaRs3Rp6NV1Imw74Jc3W76/qVcGGvgNYNnIcG/ql17ffVNbDlhxJkqQcMfCrTYbGlxn9zCMUNjYA0FhYyMY+/Xlv2H7pC2n77pluySmxJUeSJKkjMfCrTTZW7MGbYz7Khor+6RtX9e5LKuESfZIkSR2dgV9tsnbAENYOGJLrMiRJkrSDvGpSkiRJymMGfkmSJCmPGfglSZKkPGbglyRJkvKYgV+SJEnKYwZ+SZIkKY8Z+CVJkqQ8ZuCXJEmS8piBX5IkScpjBn5JkiQpjxn4JUmSpDxm4JckSZLymIFfkiRJymMGfkmSJCmPGfglSZKkPGbglyRJkvKYgV+SJEnKYwZ+SZIkKY8Z+CVJkqQ8ZuCXJEmS8piBX5IkScpjBn5JkiQpjxn4JUmSpDxm4JckSZLyWFE2Tx5COBO4ANgAnB5jXNpi25nAYOB7Mca7s1mLJEmS1BVlbYY/hNAfmA4cDFwJ3NhsWwnQFzgCOAy4KYTQM1u1SJIkSV1VNmf4jwMejDHWhBAeAu4OIRTEGFMxxjrg+sx+y0IIS4EBpH8T0CSE0Afo03xs1qxZAydPnpzFsiVJkqT8kc3APwhYARBjTIYQKoF+wKrmO4UQegP9gaVbOcc04PLmA7NmzWLy5MlUVJRnoWRp+/r39xdRkrou3wOlbWullf0Q4GagNMZ4YLPxy4DPAcuBz8cY12Sjtqz28LdQACS3Mn4pMCvG2LiVbTcDdzcfOPvssw8C7q2srKKhYWunyx7f6LRy5YbWd5LykO9/At8D1bUUFSXaPMHcrJX9AGAy6Vb2U5vt8k/gGuA/mx1zAHA8MAE4G/gucNEuF74V2Qz8y0n35xNCSAAVQGXzHUIIJwKTgKO2doIY41pgbYvhobu5TkmSJGmrHnjggYHTpk0b3mJ4bSanbrbNVnaAGOPKEMK8Fuc4Ebgv0wnzB+DvZCnwZ3NZztnAcSGEMmAqMAe4MITwOYAQwlHAtcCpMcb6LNYhSZIk7ZSZM2feC7zR4mtai922aGUnPcndr5VTNz9mNekFbbIia4E/xrgKuA54lnTbzjeB4cCQEEI/4C9AN+D+EMKLIYQLs1WLJEmStDOmT59+GrBPi6+bWzlsW63sOZHVHv4Y453Anc2Gzm/2vQ2hkiRJ6tCmTp367tSpU5e2slurrezbOGZI5pg9gNW7Vum2eaddSZIkaddst5V9G+4HPpP5gPC5zOOsaM9VeiRJkqS8E2NcFULY3Mq+ATidZhfghhBuBw4H9gkhvAicF2N8OoTwf8A80rP92/twsEsM/JIkSdIu2l4re4zxrG0ccxVwVZZLs6VHkiRJymcGfkmSJCmPGfglSZKkPGbglyRJkvKYgV+SJEnKYwZ+SZIkKY8Z+CVJkqQ8ZuCXJEmS8piBX5IkScpjBn5JkiQpjxn4JUmSpDxm4JckSZLymIFfkiRJymMGfkmSJCmPGfglSZKkPGbglyRJkvKYgV+SJEnKYwZ+SZIkKY8Z+CVJkqQ8ZuCXlHPJZJKZM6/h7LO/wte//lXeeeftD+1TW1vL1752Bm++uRSAhoYGrrzyMs4990zOOuvfePLJv7Vz1ZIkdQ4Gfkk5N2fO49TV1TFr1l2cc843uOWWm7bYvnjxK5x33lksW7asaeyhh/5Cr159uPXWO/jhD3/MjTde375FS5LUSRj4JeXcvHkvccghhwEwbtx4Fi9etMX2uro6rrlmJsOG7d00NmXKsZx11jlNjwsLi9qnWEmSOhn/h5SUc1VVVZSX92h6nEgkaGhooKgo/RY1YcIBHzqmrKwMgOrqKr773Ys566yvtUutkiR1Ns7wS8q58vJyqqurmx6nUqmmsL897733Lt/4xjl84hMncNxxx2ezREmSOi0Dv6ScGz9+Is888xQACxbMZ999R7Z6zJo1q7nooq/zta99g5NOOiXbJUqS1GnZ0iMp5yZNmsLzzz/LOeecQSqVYsaMy5k9+0Fqaqo55ZRTt3rMPffcxYYNG7j77ju4++47ALjhhh/TrVtpe5YuSVKHV5BKpXJdw446EphTWVlFQ0OyXZ+4f/+e3PTEotZ3VF66cNJoVq7ckOsypJzw/U++B6qrKSpKUFFRDnAU8GSOy9kltvRIkiRJeczAL0mSJOUxA78kSZKUxwz8kiRJUh4z8EuSJEl5zGU5pU6id0UZJUWFuS5DOVLX0Mi6yurWd5QkqQUDv9RJlBQVuixiF3bhpNG5LkGS1EnZ0iNJkiTlMQO/JEmSlMcM/JIkSVIeM/BLkiRJeczAL0mSJOWxrK7SE0I4E7gA2ACcHmNc2mzbIcDNQGmM8cBs1iFJkiR1VVkL/CGE/sB04ABgMnAjcGqzXf4JXAP8Z7ZqkCRJktpDKxPd+wC/AXoAN8UY7wwhdAPWAK9mdvt9jPHabNSWzRn+44AHY4w1IYSHgLtDCAUxxhRAjHFlCGHe9k4QQugD9Gk+NmvWrIGTJ0/OTsWSJEnSDmrDRPdNwBXAE8CLIYT/Id1a/1yMcUq268tm4B8ErACIMSZDCJVAP2DVDpxjGnB584FZs2YxefJkKirKd1edUpv1798z1yWoC/PnT7nmz6C0Tduc6A4hFACHAZ/OPJ6d2f95YG17FNeed9otAJI7eMzNwN3NB84+++yDgHsrK6toaNjR0+0a3+i0cuWGnD23P3/y50+5lsufQam9FRUlqKgo54EHHhg4bdq04S02r40xrm32eHsT3f2Ays1dLsAyYDDQG5gQQngeWA+cF2NcnJXXko2TZiwn/WmGEEICqAAqd+QEmb/ItS2Gh+6G2iRJkqRWzZw5896tDF8BfH87h21vonvztnnAF4AXgYuAW4Bjd7rQ7cjmspyzgeNCCGXAVGAOcGEI4XNZfE5JkiRpt5k+ffppwD4tvm5usdtyYAhsdaJ7NVCRGSez34oYY12M8bkYYz3pjpZR2XoNWQv8McZVwHXAs8ClwDeB4Xzwl3E78Jf0t+HFEMLh2apFkiRJ2hlTp059N8a4tMXX2ha7bXOiO9PK8xRwfGb7ccDsEMLJIYR+meO/ALyQrdeQ1R7+GOOdwJ3Nhs5vtu2sbD63JEmS1B5ijKtCCJsnujcAp5Nu09nsItLLcl4H/CDGuDqEsBb4YwhhIOn+/y9nq772vGhXkiRJykutTHQvBQ5vsf8c0kt4Zl02e/glSZIk5ZiBX5IkScpjtvRIkiTlSDKZ5IYbrmXJktcoLi7mkksuY+jQvZq2P/nkE9x99x0UFhZy4omf5JOf/DQAv/rVXTz55BPU19dz6qmf4aSTPpWjV6DOwMAvSZKUI3PmPE5dXR2zZt3FggXzueWWm7j22hsBaGho4Cc/uZHbb7+H7t2787Wv/QdHHHEUb765lPnz53Hbbb+gtraW3/72Vzl9Der4DPySJEk5Mm/eSxxyyGEAjBs3nsWLFzVtW7r0DYYM2YtevXoBMGHCRF5++SVefXUxI0aMZMaMb1FVVcV5512Qk9rVeRj4JUmScqSqqory8h5NjxOJBA0NDRQVFVFVVUWPHh9sKysrp6pqI+vWreXdd1dw/fU3s2LFMi6++CJ+85s/UlBQkIuXoE7AwC9JkpQj5eXlVFdXNz1OpVIUFRU121bVtK26Ov0BoFev3gwbNpzi4mKGDRtOSUk31q6tpKKib7vXr87BVXokSZJyZPz4iTzzzFMALFgwn333Hdm0bfjwfXjnnbdZv34d9fX1vPTSi4wbN4EJEw7g2WefJpVKsWrVSmpra+jVq3euXoI6AWf4JUmScmTSpCk8//yznHPOGaRSKWbMuJzZsx+kpqaaU045la9//UIuuugbJJNJTjzxk/TvP4D+/Qfw8stzOeusL5NMJrnooospLCzM9UtRB2bglyRJypFEIsH06TO2GNt77+FN3x955CSOPHLSh44791wv1FXb2dIjSZIk5TEDvyRJkpTHDPySJElSHjPwS5IkSXnMwC9JkiTlMQO/JEmSlMdcllOSJHV4vSvKKClyrfmuqq6hkXWV1a3vqK0y8EuSpA6vpKiQm55YlOsylCMXThqd6xI6NVt6JEmSpDxm4JckSZLymIFfkiRJymMGfkmSJCmPGfglSZKkPGbglyRJkvKYgV+SJEnKYwZ+SZIkKY8Z+CVJkqQ8ZuCXJEmS8piBX5IkScpjBn5JkiQpjxn4JUmSpDxm4JckSZLymIFfkiRJymMGfkmSJCmPGfglSZKkPGbglyRJkvKYgV+SJEnKYwZ+SZIkKY8Z+CVJkqQ8ZuCXJEmS8lhRNk8eQjgTuADYAJweY1zabNs+wG+AHsBNMcY7s1mLJEmSlC07k3tDCJcBnwOWA5+PMa7JRm1Zm+EPIfQHpgMHA1cCN7bY5SbgCuAQ4OIQwh7ZqkWSJEnKlp3JvSGEA4DjgQnAfwPfzVZ92WzpOQ54MMZYAzwEHBFCKADI/HkY8FCMsRqYndlfkiRJ6mx2JveeCNwXY0wCfwBOylZx2WzpGQSsAIgxJkMIlUA/YFXmz8oYYyqz7zJgcMsThBD6AH2aj9155517HXHEERQW5ubyg8E9u+fkedUxFBXl9rIXf/66Nn/+lGv+DCqX2vvnb3PWfPTRR4eee+65w1tsXhtjXNvs8c7k3kHAk5ljVocQ+mbnlWS5h7+FAiC5g9umAZc3H5g9ezZHHHEEvXrl5h/95w4cnpPnVcdQUVGe0+f3569r8+dPuebPoHIpVz9/d9xxx2+3MnwF8P3tHLYzuTdrshn4l5P+9QUhhARQAVRmtq0GKkIIicyvMYYAT23lHDcDdzcfWL9+fY/Vq1d/ol+/fnOB+uyULkmSpC6u+N133/1I7969HwI2tti2tsXjncm9pZnvyVzLujobLwKgIJVKtb7XTsgU/hRwIDAFOCPzeFmM8fchhD8BdwCPAy8Bh8UYs/ZCJUmSpGzYmdxLOuzPAo4AvgbsG2P8Zjbqy1ozVIxxFXAd8CxwKfBNYDiZTzLARaSvRn4W+IFhX5IkSZ3RzuTeGOM84P+AecApwFXZqi9rM/ySJEmScs877UqSJEl5zMAvSZIk5TEDvyRJkpTHDPySJElSHjPwS5IkSXmsPe+0qzwUQugDDMssLSW1uxDC3sDIGOOjua5FXU8I4WBgUIzxz7muRV1LCKEAOAkojTHem+t61LG5LKd2Wibs/w6oBfYHPh1jjDktSl1OCOEg4A/AQ8C3Y4wbclySuogQwnjgaOBYYB/gs74Hqr2EEPqRvsHTvwK9gK/GGF/LbVXqqGzp0U4JIfQFpgGvxhg/BdwNhByWpK5rFfC/wHzDvtpTjHE+cGvmPfDv+B6odpS5cdN9McZTSN/R9YAcl6QOzJYe7awTgBLgtszjwcAewP/krCJ1VQcDm4BnIP1r7hijv7pUu4gxJkMIpUASGIvvgWonIYS9SM/urwP2At7ObUXqyAz82mEhhB7AKGBJjHFRZvgk4FM5K0pdUuZX2geQ/o9uPoBhX9nW/ENlCCEB/BswBLg+p4Wpq1kFHEa6W+PrwPLclqOOzJYe7YwSYBiwACCE8A1gXoxxQU6rUld0NFAK/CPGWJ+5iE3KqmZh/2Tgl8Bk4HsxxqU5LEtdRAjhwBBCUYyxBvgS8A6wEajPbWXqyJzh187oB4yJMT6XeXwR8B85rEddTAhhH6ABGA4swdl9tZMQQjHp97vjgNXAPaQ/cK7JaWHqEjKTGpvbGF8BajKP+8cYV+ayNnVszvBrZ6wCloQQ7gkhzAT+HmN8LNdFqUs5DpgLfBVYH2PckGmtkLItAYwEjgAKgGcM+2ovmUmNDcC9IYQ/ALcD/4wxvpLbytTRuSyndkpmlZ5zgYeBV1wdRe2t2UpRJwOnxhjfyG1F6kpCCL1J//x9ifRyiH/NbUXqSjLXL32V9Oo882KMa3NbkTo6A7+kTi2EUBhjbMx1HeqaQghFQHGmn1qSOiQDvyRJkpTH7HmVJEmS8piBX5IkScpjBn5JkiQpjxn4JUmSpDzmjbckqQMKIVTGGCt28tgC4JvAFzNDs4EZ21vNKITw1RjjzzPflwK/AkYDjwPnxxiTIYTRwB1AGfBIjHH6ztQnSWpfzvBLUv75OnAQcHCM8UDSN8fbXtgvA77WbOgc4PUY4zigP3BSZvzXwAWZc96VlcolSbudM/yS1IGFEPYGfgG8BhwDvBBjPD2z7VPAtcCazNe9McZfkr4h1GExxnqAGOP/y+x/OVAIfAw4ADgvxvgn4LH05vAicB5wIvDtTAl/AE4KIfwT2BBjfCFzTu/sKUmdhDP8ktTxfQT4MTAWODyEsH8IYQ9gFvAvwJFALUAIoSdQEGN8fxvnOgD4JPBl4FuZsc8BMcZ4YIzxaWAQsCKzbRkwGBgOvB9C+HUIYX4I4TO79yVKkrLFwC9JHd+bMcZFmRn7BcBA4FDguRjj8hhjEng7s29B5mtbHs2cZ27mPK0pAJKk+/bHkp75/wzw0xCC/4dIUifgm7UkdS71pEN4ceb7LcQY1wMFIYQBbTzP1iwHhmS+H0J6tv8dYGHmA0YE3gX22PHyJUntzcAvSZ3TXOCIEEKfEEIJMKHZth8DN4UQigBCCGeFEPpt51zvA/2azdjfT7rNh8yf9wPPA+NCCANDCEOAvsDK3fdyJEnZYuCXpE4oxvgmcA3wAvA/bDnbfzOwGJgbQngZGAOs3865aoBHgFdCCMeTvjZg7xDCAuA94P5MG9C5wAOkL/L9aowxtbtflyRp9ytIpXy/lqTOLoRwE/BSZpUeSZKaOMMvSZIk5TFn+CVJkqQ85gy/JEmSlMcM/JIkSVIeM/BLkiRJeczAL0mSJOUxA78kSZKUxwz8kiRJUh77/wH4Xm/FrMNgrwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwEAAAF3CAYAAAD9+0fgAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAABCHUlEQVR4nO3deXydZZn4/0/W7k3SEmhLNxa9KEJZZChlTV9gpS7D6NdlZPz+HB20KCotUBcWC6IsVigjjFp1EOerKOKoo46lHZdKQUUcUUDgVpSytAW7JG1pAk2a8/vjnKQnadqkbU5Pk/N5v17nlZz7ue/nXAcNPNfzXPd9l2UyGSRJkiSVjvJiByBJkiRp/zIJkCRJkkqMSYAkSZJUYkwCJEmSpBJjEiBJkiSVmMpiB7AXRgHvBJ4AWosciyRJkganKuAo4OvAliLH0u8GYhLwTuDzxQ5CkiRJJeMLxQ6gvw3EJOAJgM2bW9i+vb3YsUiSJGkQqqgoZ/ToYZC79hxsBmIS0AqwfXs7bW07JwGf/vTVtLQ086lPfYaLLnovw4YN47Of/dxO/TZu3MCb3vQ6rrvus5x22hm9fujXvvbvfPe7d9Pc3MwZZ5zF/PkfYdSoUXvVf/PmzXzhC5/jl79cSWtrGyee+Gouvvgy6usP3uk8n/nMpxk+fAQf/OC8zrYNG9Zzyy2f5cEHf015eQWzZp3NRRfNY/jw4QC8/PJLfP7zn2PFip+yfft2zjnnXD7wgQ9TXV3d6/eUJElSF4Oy/HxQTww+99zX89vf/obNmzfvdOynP/0fRo0azYwZM3s9z3e/ezff+c5dXH75Qm699YusWvVXbrzx2r3uf/311/DnP/+J66+/iVtvXUJzczMf/eglbN++vct5vvGNr/GDH3xvp/NfeeVH2bx5E//2b1/hpps+x6OPPsLNN9/YeXzRouu5994VfPzjC7nlli/wl7/8mU9/+upev6ckSZJKQ0GTgIi4ICIeiYhfRsTUvPYjIuKhvFdjRLy7vz9/1qxzKC+vYOXKFTsd+8lPlnHOOa+lsrL3hyHf+tbXede73sOMGTM56qijueKKa1ix4mc8//zze9y/qamJlSt/wfz5H+Hoo4/hiCOO5OMf/wR/+tMT/PWvfwGgqamJj3/8Ur7xjf/g4IMP6XLu5uatHHLIOBYsuJwjjjiSadNexRvecB6/+91vAdi8eRPLlv2YefMWcMopp3Lkka9g4cJP8bOf/Q+rVz+3R//8JEmSNDgVLAmIiHpgAXAycC1wc8exlNJfUkonpJROAM4BHgO+0d8xjBw5ktNOO4Of//wnXdrXrl3DH//4COee+3ogW0L0lre8scdzbNiwnjVrVnPccSd2th1xxJGMGjWaRx75/R73HzJkCIsW/SuveMUrO4+XlWX/Z3j55ZcBWLXqr1RXV/PVr36DCRMO7XL+4cNHcPXVn2bixEkAPPvsMyxd+iNe/eq/A2D16ufIZDIce+z0zjEHHVRPbW0dDz+8c7ySJEkqPYWcEzAbuCel1BIRy4A7IqIspZTp1u8K4LqU0rZCBPHa176OK6/8CJs3b2b06NFA9inA1KmHc9RR0wC4+OLLaG3tudxr3bp1ADvV648dexDr1v1tj/sPGzaMmTNP63Lsrru+wYgRIzjyyFcAcPzxJ3L88SfSmwULLuZXv7qf8eMnMHfuRQDU1Y3tjGPMmOzvLS0tbN68icbGxl7PKUmSpMGvkOVA44G1ACmldqARGJvfISKqgbOBpT2dICJqI2Jq/mvFihXj9iSIU045lZEjR3YpCfrJT5Zx7rmv63w/cuRI6urqehz/8ssvAVBdXdWlvbq6im3bds5b9rT/T36yjLvu+gYXXvghhg4d2pev1OnCCz/E5z//FQ46qJ758y+ira2NcePGceyxx3HrrTezfv16Wlpa+NznbgKgrW1QzmuRJEnSHtqfqwOVAd2X8zkN+F0uSejJPGBhfsOSJUtoaGigrm5EjwOGDq2ivb2K+vodK/e84Q1v4L77fs4///M/8eSTT/LUU3/lHe94a5c+u3LIIdnkYNSoasaM2dG/vX07Bx1Uu9M59qT/d7/7Xa699hO8613v4n3v63lKRHV1JcOHV/cYa339CQBMn34UZ555Jin9gYaGBm655WYuu+wy/uEfzmXIkCGcf/75TJs2jUMOGdun7yxJkqTBrZBJwBpgJkBElAN1ZJ8G5DseeHQ357gFuCO/Ye7cuScBdzc2bu1xidCXXmrl5ZdbWbdux8ZuZ555Dh/4wAX85S/Pcddd/8kJJ5xERcWILn12papqJAB/+tPTHHHEjrv7L7zwN4YNG73TOfra/667vsGtty7mne/8Z/7lXy7aZSzbtrXR3Lyt8/jmzZt44IFfcfbZsykv73iQM5TRo2t4+uk1rFu3hSFDarj11i+zaVMTVVXVDB8+nO997zWMHj22T99ZkiSp1FVWlu/ypvNgUMhyoOXA7IgYDswBVgLzI+LteX0mAjsX1ueklJpSSqvyXw0NDT0vybMbRx99DBMmHMr996/kF7/4WZdSoN6MHXsQEyYcyh/+8FBn21/+8iQvvriFV71q+l71/9GP/otbb13Me9/7fi688IN79F22bNnCNddcyaOPPtzZtnbtGpqaGpk69TAymQyXXPJBHn30EWpqahk+fDiPPfYozc3NHHPMcXv0WZIkSRqcCvYkIKW0PiJuBB4AtgDnA5d06zYSaClUDPlmz57D3Xd/k7/97QUaGs7ucuzFF1+ktbV1l/MC3vKWf+Tf//2LjBs3njFjxvKZz3yKWbPOYdy4cT2O313/7EZfizjnnNfyhjecx4YN6zs/Z9So0b1u6HXooRM59dTTuemmG/jYx64C4Oabb+Tkk2dy9NHHANkVhP7t325hwYLLaW7eyrXXfoK3ve0du93cTJIkSaWjoHMCUkq3A7fnNX242/G5hfz8fK997ev4939fwuzZcxg2bFiXY//6r5/loYf+l+9854c9jn3rW/+RTZuauO66q2lra+PUU8/g0ks/usvxu+v/y1/ex0svvcRPfrKMn/xkWZfPufHGxX3avfiqq67lttsWs2DBxbS2tnLGGQ1cfPFlnccvu+zj3HTTDbz//e9h2LDhvPGN/8C73/3evv2DkiRJ0qBXlsl0X7HzgHc6sHJXcwIkSZKkfZU3J+AM4L4ih9PvCrpjsCRJkqQDj0mAJEmSVGJMAiRJkqQSYxIgSZIklRiTAEmSJKnEFHSJUEmSpIGuvb2dm266gSef/DNVVVV87GNXMXHipM7j//M/9/Dtb3+TiooKjjjiSC699GMAux0jFZtPAiRJknZj5coVbNu2jSVLvsqFF36I225b3Hns5Zdf4stf/gK33rqEL37xdl588UV++cuVux0jHQhMAiRJknbj4Yd/z4wZMwE45phjeeKJxzuPVVVV88Uv3s7QoUMB2L59O9XVQ3Y7RjoQmARIkiTtxtatWxkxYmTn+/Lyctra2jp/HzNmLADf+c63aGlp4e/+bsZux0gHAucESJIk7caIESNobm7ufJ/JZKis3HEJ1d7ezuc//zmeffZpPv3pz1BWVtbrGKnYfBIgSZK0G8ceexy//vX9ADz66CMcfviRXY4vWnQd27a9zPXX39RZFtTbGKnYyjKZTLFj2FOnAysbG7fS1tZe7FgkSdIg17E60F/+8iSZTIbLL19ISk/Q0tLMUUcdzQUX/F+OO+6Ezv5vfes7OOOMs3YaM2XK1OJ9Ce2xyspy6upGAJwB3FfkcPqdSYAkSZLUzWBPAiwHkiRJkkqMSYAkSZJUYkwCJEmSpBLjWlUquN62W3/88T9y662LyWQyjB07lquuupaKigquv/4a1q5dS2vrNt71rn/h9NPPKuK3kCRJGjxMAlRwK1fu2Dr90Ucf4bbbFnPDDTcD2XWTb7zx03zqUzcyceIkfvjD7/PCC2t55JGHGT26lquuupZNm5p497v/ySRAkiQdsCLiAuBiYAtwfkppVbdjFwATgE+klO7ItV8FvB1YA/xjSmljRBwG3AmMBBanlG4vRLwmASq43W2d/uyzT1NTU8O3v30nf/3rX5g58zQmT57KQQcdzKxZZ3f2q6jw/6qSpOLLZDJkmrfS3tjI9saNtDdtzP7cspnhZ51DZd6TbpWOiKgHFgDHAw3AzcCbc8eqgTHAacA44NGI+E/gCOBcYDowF7gSuARYDFwD3As8FBE/SCmt7++YvbJSwe1q6/TKykqampp45JGHmTdvAZMmTeYjH5lHxDROOulkAJqbt3LllR/lve99f7HClySVkEx7O+2bN2Uv8ps20t6YfW1v3NjZxrZtXQdVV1NRN5ZM67aeT6pSMBu4J6XUEhHLgDsioiyllEkpbQM+k+u3OiJWAQcDrwe+k1Jqj4hvA7+KiEuBmcCbUkqZiFieO/ed/R2wSYAKbndbp9fU1DJx4kQOO+xwAGbMmElKj3PSSSfzwgvPc/nlC3jTm97C7NnnFiV2SdLgkmlrzbuLn/uZ/3tTI7R33YeobPgIyuvGUHHwwVTFUVTUjaG8dkz2Z90YyoYPp6ysrEjfSIW2dOnScfPmzZvarbkppdSU9348sBYgd1HfCIwFutzBj4gaoB5YlRtzX27MhogYkxvTmFLq2MhrNdkSon5nEqCCO/bY47j//pWcffZrdto6fcKEQ2lpaeG5555l4sRJ/OEPv+cNbziPjRs3cMklH2T+/I90PhWQJKk37S+10N7YmHf3fmPujn72Ij+zZXPXAWVllI+uobxuDFVTDqP8+BPzLvDrqKgbQ1n1kOJ8GR0QFi1adHcPzdcAV+9mWBnQ0662VwBLUkrbI6IvH7+r8+wzkwAV3JlnzuLBBx/gwgvf07l1+vLl99DS0sx5572Zj33sKq655goyGTjmmOmceurp3HLLZ9myZQt33PEV7rjjKwDcdNPnGDJkaJG/jSSpWDKZDJkXt+wozcnV5Hde8Dc1kmlp6TqoojJ7MV9bR/VRR3fevS+vG0NFXR3lNXWUVVQU5wtpQFiwYMFb582b99tuzU3d3q8hW8ZDRJQDdUBjfoeIeD1wJtkdiDvGHJo7dhCwIfeqi4jylFJ77vj9/fZl8pRlMpneex1YTgdWNjZupa2tIImRJEkqgsz27bRvaupSptNxwZ+dgNsIba1dxpQNHUp5bd5Ffd2OMp2K2jGUjRxJWbnbImnPVVaWU1c3ArIX7fftrm/uIv5+4ARgFvCe3PvVKaW7IuIM4PPAa1NKa3JjpgNLyE4Yfj9weErp0oj4LvAVYAXwe2BmSmlDv3+//j6hJElSTzLbtnWW5vRUrtO+qQm63ZwsGzmKiroxVIw/lOppx3S9i183hvJhw4vzZaQ8KaX1EXEj8AC5JULJrvRDRIwFfkx2zsCPIqIM+I+U0uKI+G/gYbJPBd6eO90lZCcC3whcX4gEAHwSIEmS+kEmkyHT0rzTSjr5F/yZrS92HVReTnlNbe6ufbe7+HVjKK+tpayqujhfSCVvT54EDEQ+CZAkSb3KtLfTvmVLbiWdjT2W62RefrnroKqqzpV0hhw6ifL8cp3aOspH11iPLxWJSYAkSSLT1patxc9bSadzjfymRtqbmmB7W5cxZcOHZ1fSOeggql7xSipqu066LRsx0qUzpQOUSYAkSSUg8/LLXe/eN+Xdxc/teNulHr+sjPJRoymvG0PlpMlUTD++y9r45bV1lA91xTZpoDIJkCRpgMtkMmS2vsj2jgv6zsm2GzvbMi3NXQdVVFBem10Hv+qVR+XV49dl7+jX1lFW6WWCNFj5170HauqGU11p7aIGlm1t29nU2Nx7R0kHrEx7e3bpzI7SnG7r5G9vbITWbV3GlA0Zkls6s46qKVPzavFzd/JHjXLpTKmEmQTsgerKChbf+3ixw5D2yPwzpxU7BEm9yLS29rA2ft4F/6YmaO+6Il7ZiJHZpTMPGU/VUUfn6vHrOst1yoYNtx5f0i6ZBEjSANfe3s5NN93Ak0/+maqqKj72sauYOHFSlz4vvfQS8+d/gI997BNMmTKVtrY2PvWphTz//FrKy8v56EevZMqUqcX5AiWgvXPpzMauk207ls58cUvXAWVluaUz66iaeniXpTM7ynXKql06U9LeMwmQpAFu5coVbNu2jSVLvsqjjz7Cbbct5oYbbu48/sQTj7Fo0fWsW/e3zrZf/eo+tm/fzhe/eDsPPvhrvvSlf+PTn160/4MfBDLt7WRefDGvBr9rLX5700YyL73UdVBlVXazq9oxVB99TNe18evGuHSmpIIzCZCkAe7hh3/PjBkzATjmmGN54omuZYvbtm3juusWce21n+hsmzRpCtu3b6e9vZ2tW7dS6QTQXcps3077psaud/G7LJ3ZCG3dls4cNiy7ks6YMVQdcWTeqjrZcp2ykaMs1ZFUVP5bX5IGuK1btzJixMjO9+Xl5bS1tXVe2E+ffvxOY4YNG8bzz6/h/PPfwqZNTXzmM4v3V7gHnMy2l3fscJu7c99lnfzNm7ounQmUjRpNRd0YKg+dSMWrpu9UrlM+dFiRvo0k9U1Bk4CIuAC4GNgCnJ9SWpV3bDTw78ArgaeBf0opbenpPJKkXRsxYgTNzTtWgMpkMr3e2f/2t+/k5JNncuGFH+SFF57n4ovfz9e+9i2GDBlS6HD3q0wmQ6a5uYe18fOWzmze2nVQefmOpTOPfGWXHW47fpZVVRXnC0lSPylYEhAR9cAC4HigAbgZeHNel08Cv0opvTUippkASNLeOfbY47j//pWcffZrePTRRzj88CN7HTNq1GgqKrL/CRg9uoa2tjbau60+MxBk2ttp37wpe+e+aeOOpTPz6vPZ1nXpTKqqO0tzqiZN3rHDbW51nfLRNS6dKWnQK+STgNnAPSmllohYBtwREWUppY5nqm8BXgGQUupx3c2IqAVq89uWLFkyrqGhoVAxS9KAc+aZs3jwwQe48ML3kMlkuPzyhSxffg8tLc2cd96bexzztredz/XXf5IPfOACWltbed/7LmLYsAOvhCXT1kp7U9NOS2d2Lqe5qQm2b+8ypmz4iOxFff3BVL3yqM618Tsu/MuGj7AeX1LJK8t0q3PsLxFxGVCZUroh9/4J4PSU0vqIGAk8DPwH2acDP0wpXdHDOa4GFua3nXjiiXzzm98sSMx94T4BGmjcJ0AHsu0tLbSuX0/rhg07fub9vn3Tpq4DysqorK2lauxYqg46KPuz2+/lQ4cW58tIGqzOAO4rdhD9bX9ODC4DOp41DwfqgZ8AnwN+GhH/mVL6XbcxtwB35DfMnTv3JODuxsattLXt30fX9fWj9uvnSf1l3Tqr7bT/ZTIZMi9uydXiN3ZOvs2vz8+0tHQdVFGZWwe/jspXTmNI52TbMdklNUfXUtZtvkNb7tUCsKU1+5KkfVRZWU5d3Yhih1EwhUwC1gAzASKiHKgDGnPH1gFNKaX7csfvBY4EuiQBKaUmoKnbeScWLGJJUp9ltm/P1eNv7Fau05ibgNsIbV0vyMuGDqW8NntRv2MTrLrOybdlI0dZjy9J+0Ehk4DlwMKIGA7MAlYC8yNidUrproj4dUTMAX4OnAZ8qYCxSJL2UKZ1204X9V3q8jdvgm6TictGjqKiro6K8ROonnZM17v4dWMoHza8SN9GkpSvYElArvb/RuABckuEApfkdZkP/D+y5UBfSyn9sVCxSJK6ymQyZFpaelg6c8eFfmbri10HlZdTXlObvYt/+JFdls7suNAvq6ouzheSJO2Rgs4JSCndDtye1/ThvGPPkX1CIEkqkPaWZtqeeZq2Natpb9yQ3eE2d7Gfefmlrp2rqqjIXdBXHzoxb1Wd3F380TWUVVQU54tIkvqVOwZL0iCRaWtj+/NraH1mVfbC/5lVbF/3t87jZcOGZ+/Yjz2IqiNfmVsXf0e5TtmIkS6dKUklwiRAkgagTCZDe+MG2p55esdF/+pnoa0NyNbmV02eypBXn0zlpClUTppsPb4kqZNJgCQNAO3NzbQ9+3T2ov/Z7EV/Z81+VRWVEycx9NQzqJo8lcrJUymvrfOuviRpl0wCJOkAk2lro23tGtqeWZV9Pfv0jrKesjIqDj6E6mmvonLyVKomT6Fi3ARr9SVJe8QkQJKKKJPJ0L5xA23PrKL1maezd/t3VdYzeSqVEydTPmxYkaOWJA10JgGStB/tKOtZRWuuvKd7Wc+wU8/MXvBPnmJZjySpIEwCJKlAsmU9qztX6umxrOfoY6icNIWqyVOpGDfesh5J0n5hEiBJ/SCTydC+YT1tzz6dLet5ZhVta57bUdYzajRVk6cw5KQZVE6eki3rGWpZjySpOEwCJGkvtDdvpe3ZZ3K1/Ktoe/aZvLKe6mxZz2lnZS/4J1nWI0k6sJgESFIvdpT1rOpcl799/brswbIyKg4eZ1mPJJW4iLgAuBjYApyfUlqVd2wGcAswNKV0Qq5tEXBOrstQYHhKaUpEXA+8DdicOzYrpdTU3/GaBEhSno6yntbc5N3sJlzPwfZsWU/56NFUTppK5d+dYlmPJAmAiKgHFgDHAw3AzcCb87r8FbgO+GRHQ0ppQd74TwJ/yr2tAd6TUvpFIWM2CZBU0tqbt3ZO3O1crad5a/ZgR1nP6bmynslTKa+ptaxHkkrI0qVLx82bN29qt+ambnfnZwP3pJRaImIZcEdElKWUMgAppXUR8XBP54+IQ4CGlNInck01QFNPffuTSYCkkpFpa6VtzeouF/07lfW86tjcrrtTqDjEsh5JKnWLFi26u4fma4Cr896PB9YCpJTaI6IRGAus78NH/F/g63nva4BFETERuDOl9Km9ibs3JgGSBqXOsp7c0py7L+vJbcI1dGiRo5YkHWgWLFjw1nnz5v22W3NTL8PKgPY+fsQbgf8v7/1lwEZgCLAiIlaklO7r47n6zCRA0qDQvnUrbc/mJu72VNYzaXKurCe3CZdlPZKkPpgzZ87zc+bMWdVLtzXATICIKAfqgMY+fsThwDMdb1JKT3T8HhHLgaMAkwBJ6rWs55BxVB8znarc8pyW9UiSCmw5sDAihgOzgJXA/IhYnVK6a1eDImIUsK1j7kBE1AFnpZS+HxFjyM41+FIhAjYJkHRA61LW07kJ1+q8sp6a7KTdk2dSOWmKZT2SpP0upbQ+Im4EHiC3RChwScfxiPgycCpwWEQ8BFyUUvolMBJoyTtVC3BWRFwBHAzcnFJ6qBAxl2UymUKct5BOB1Y2Nm6lra2vpVb9o75+FIvvfXy/fqa0r+afOY1167YUO4w+6yjr6dx199mnyTQ3Zw9WV1M5cTJVk6Z0lvVU1NYVN2BJ0qBUWVlOXd0IgDMoQDlOsfkkQFLR7Cjr2VHL37WsZzzVxxyXK+uZSsUh4yzrkSSpH5gESNovMpkM7evXZe/w5ybw7rKsZ/JUKg+dZFmPJEkFYhIgqSDat76Yt1JPz2U9w85o6NyEq6KmtqjxSpJUSkwCJO2zTFsrbauf61yPv/WZVbRvyO2P0qWsZ2r2gv+QcZSVlxc3aEmSSphJgKQ9snNZT8dqPdsBKK+pza7SM+O0bC3/xMmUDRlS5KglSVI+kwBJu9VZ1tOxROezT5Np2VHWUzVpCsPOnJXdfXfyFMt6JEkaAEwCJHXKtLbStua5HZtwPfM07RvzynrGjad6+vGdS3Ra1iNJ0sBkEiCVqB1lPas6l+hsW9utrGfyVCpPsaxHkqTBxiRAKhHZsp78Tbie6SzrKRsyJLtaT2dZz1QqamqKHLEkSSoUkwBpECpva2P0xheoWbeG1Y/9ghf/9GTPZT0du+4ebFmPJEmlxCRAGugyGUZs3kjN39ZSs34ttevWMGrj3yhvbwegecwYKg+dTOXM07IX/RMnUVZtWY8kSaXMJEAaYKpamqldv5aadWuoXbeGmnVrqdr2MgBtldVsqh/HqmNOpql+PJvqx/OBc09m3botRY5akiQdSEwCpANYfllP7d+yF/7DX9wEQKasjC119Tx/2FE01U9gU/14XqwZC5b1SJKkXpgESAeK/LKedWuoXbc2W9aTyZb1tIwYxab6CTwz7QQ21U9g89hD2F5VXeSgJUnSQGQSIBVJVUtzrpwne8Ffsz6vrKeqmk0HjeepY09mU/14NtVP4OXhI4scsSRJGixMAlRwmfZ2Vn5jCRueW0V5ZSUN7/ogNQeP79Kn9eWX+dHihTS864PUjZ8IwN2fnE/1sOEAjD7oEGa9+8P7Pfb+Ut7WyugNL1Czbm1nHX9HWU97WRkvWtYjSZL2I5MAFdxTv3+AttZtvOnjN/LCXxK/+vZXOfeDl3ce/9uqJ1n59S/wYuOGzra21m0AnLfg0/s93n2WyTBi00Zqchf7lvVIkqQDjUmACu75Pz/O5GNOBOCQI4K/Pf1kl+Pb21p57Qc+xk///ZbOtg3PrqJtW/bpQPv2dma86Z0cckTsz7D7rLplKzXr1vahrCd7l9+yHkmSVGwFTQIi4gLgYmALcH5KaVXeseuBtwGbc02zUkpNhYxHxbHtpebOsh6A8vJy2rdvp7yiAoDxR07baUxldTXHzf4Hpp3xGja9sIYff+6T/OO1n+8cUyx9KetZe9g0NtWPp6l+Altrx0JZWVFjliRJ6q5gSUBE1AMLgOOBBuBm4M15XWqA96SUflGoGHRgqB46nG0vtXS+z7Rner2Yrz3kUGoOHk9ZWRm14w5lyIjRNG/ayMgx9YUOd4e8sp7a3J3+URvX5ZX1jKapfjzPTDuRpvoJbD7oENorq/ZffJIkSXupkE8CZgP3pJRaImIZcEdElKWUMrnjNUBTAT9fB4hxRx7Fqj88yJF/dzov/CUxZuKUXsc8cf9P2LD6ac78pwvZ2rSR1peaGV4zpqBxdpT1dKzYU7P++c6yntbOsp4ZNB08nk0HjWebZT2SJGmAKmQSMB5YC5BSao+IRmAssD53vAZYFBETgTtTSp/qfoKIqAVq89uWLFkyrqGhoXBRq98ddsIpPPfYH/jeDR+FDDT884f48wO/oPXllzj6zNf2OOao08/h51/9HN+/8eMANLzrQ/1aCtRR1lPbOXl3DcNezFamtZeVsWXMwaw9fBqbDrKsR5IkDT77c2JwGdCe9/4yYCMwBFgREStSSvd1GzMPWJjfsGTJEhoaGqirG1HIWNWPysrLOfP/vr9LW8cyoPnyVwKqqKzinPde2j8BZDKM2LShs6SnZt3armU9I0fTVD+Bp6e9etCW9dTXjyp2CJIk6QBSyCRgDTATICLKgTqgseNgSumJjt8jYjlwFNA9CbgFuCO/Ye7cuScBdzc2bqWtrZ39yQupgSFb1rOG2tzOuzXr11KVW3K0taqaTfWlV9azbt2WYocgSdKAUllZPqhvOhcyCVgOLIyI4cAsYCUwPyJW546dlVL6fkSMITt/4EvdT5BbLaipW/POt5BVssrbWhm9PlfWs34XZT1HHM2m+gk01Y9na41lPZIkSQVLAlJK6yPiRuABckuEApfkDrcAZ0XEFcDBwM0ppYcKFYsGiUyGEU0bqF2fX9bzN8oz2bnmnWU9R+fKesYOvrIeSZKk/lDQOQEppduB2/OaPpz3+/xCfrYGvurmF7N393dX1jP9FJpym3BtGzZ4H9lJkiT1J3cM1gGhS1lPbl3+YVs7ynrK2TKmnrVHvIqm+vFssqxHkiQdYHrZJHcG2bmuQ1NKJ+TahpBdJOdPuW53pZRuiIjDgDuBkcDi3E31fmcSoKI78nf3cfgfftlZ1tM8soamgyewqv4kNtWPt6xHkiQd0PqwSe5fgeuAT+a11QC/SSnN6na6xcA1wL3AQxHxg5TSevqZSYCKrql+PH+dfgqbLOuRJEkD0243yU0prYuIh7uN2Wnj3IgoI7u65ptSSpncCpqzyT4Z6FcmASq69ZOOYP2kI4odhiRJ0k6WLl06bt68eVO7NTflVrHs0NsmuT2pAaZHxIPAZuCiXP/GjuQBWA1M2Ocv0YPyQpxUkiRJGgwWLVp0N/BUt9e8XoZ13yS3Jw8D7wBOJbt8/m17eZ69YhIgSZIk7cKCBQveChzW7XVLt25rgEOh501ye5JS2pZS+k1KqZXs5rhHARuAutw5yJ1zbb98kW5MAiRJkqRdmDNnzvMppVXdXk3dui0HZuc2yZ3Djk1y376r80bEGyNibO7tO4Df5sqA7gfOzZ1rdu7c/c45AZIkSdI+6GWTXCLiy2TLfg6LiIfI1v83Af8ZEePI3u1/V677JWQnAt8IXJ9S2lCImMsymUzvvQ4spwMrGxu30tZWkBKpXaqvH8Xiex/fr58p7av5Z05j3botxQ5DkqQBpbKynLq6EQBnAPcVOZx+ZzmQJEmSVGJMAiRJkqQSYxIgSZIklRiTAEmSJKnEmARIkiRJJcYkQJIkSSoxJgGSJElSiTEJkCRJkkqMSYAkSZJUYkwCJEmSpBJjEiBJkiSVGJMASZIkqcSYBEiSJEklxiRAkiRJKjEmAZIkSVKJMQmQJEmSSoxJgCRJklRiTAIkSZKkEmMSIEmSJJUYkwBJkiSpxJgESJIkSSXGJECSJEkqMSYBkiRJUokxCZAkSZJKjEmAJEmSVGJMAiRJkqQSYxIgSZIklZjKQp48Ii4ALga2AOenlFb10Oe7wKaU0rsLGYskSZJUKLu77o2IGcAtwNCU0gm5tkOAJcA04GngHSmlDRFxPfA2YHNu+KyUUlN/x1uwJwERUQ8sAE4GrgVu7qHP2cBhhYpBkiRJKrQ+XPf+FbiuW9vJwCeBo4DHgUty7TXAe1JKJ+ReTYWIuZDlQLOBe1JKLcAy4LSIKOs4GBEVwKeBzxYwBkmSJKnQdnvdm1JaBzycPyCl9MOU0u9SShngZ8Dk3KEaoKnQAReyHGg8sBYgpdQeEY3AWGB97vj7ge8Dz+3qBBFRC9Tmty1ZsmRcQ0NDvwcrSZIkdbd06dJx8+bNm9qtuanbHfrernt7MwN4KPd7DbAoIiYCd6aUPrW3se9OQecEdFMGtANExBjgn4CzgJm7GTMPWJjfsGTJEhoaGqirG1GgMKXBp75+VLFDkCRpQFq0aNHdPTRfA1y9m2Gd1729iYhxwDuA43NNlwEbgSHAiohYkVK6r6/x9lUhk4A15C7wI6IcqAMac8feSPYO/y+A0UB9RHwkpfSZbue4Bbgjv2Hu3LknAXc3Nm6lra1P/2z7jRdSGqjWrdtS7BAkSRpQKivLqasbwYIFC946b96833Y73NTt/e6ue3cpIqqAu4FLUkqbAFJKT+QdX052zsCASgKWAwsjYjgwC1gJzI+I1SmlrwFfA4iIs4B/7iEBIPeYpalb88QCxixJkiR1mjNnzvNz5sxZ1Uu33V333tXTgIioBL4F/Dil9L1cWx1wVkrp+7nKmdnAl/rpq3RRsInBKaX1wI3AA8AVwKXAVODQQn2mJEmStL/1dt0bEV8Gfpz9NR6KiFPJriL0euDvc20PAS8BZ0XEg2TnCHwupfRQ98/LFxEnRsR5ee+H9iXmskwms2ffsvhOB1YWqxxo8b2P79fPlPbV/DOnWQ4kSdIe6igHAs6gAOU4/SG3p8A44JSU0rTcZOLPp5T+vrex7hgsSZIkDUzn5TbcbQFIKT1HH0vnTQIkSZKkgWlrRBwMZKBzru22vgzcn0uESpIkSeo/FwI/BI6IiD8DFcBb+jLQJECSJEkagFJK/5ubZPxKshU+Cdjel7EmAZIkSdIAFBHLU0qzgcfz2n5BdkPe3epTEhARo4GLgVeTnXjwM+D2lFKfMg1JkiRJ/SMiTgZOAY6KiA/lHZoIjO/LOfr6JOBbZDOMzwNtwLuBvwPe1+doJUmSJPWHFqCV7LV8XV77n8huVtarviYB41JKr8t7/7OIeKSPYyVJkiT1k5TSI8AjEfFYSukXe3OOviYBv4yI6SmlhwEiYhzw+735QEmSJEn94o8R8W5gBlDV0ZhS+pfeBvY1CTgXuCAitgJlwBAgExEbgUxKaeyexyxJkiRpH/wI+DnwCuBfgZPIlgn1qk9JQErpyL0OTZIkSVIhDEspfTwibgQeSin9ICJ+Blzb28A+LxEaEScCryG7BunylNL/7nW4kiRJkvbVnyLiSLKL+HwhIn4M1PZlYHlfOkXEhcAdwAhgOPDVXJskSZKk4pgHPJ9Segj4MjAZeGdfBvb1ScD7gZNTSi8BRMR1wK+BL+5xqJIkSZL6w0dSShcDpJT+C/ivvg7s05OAHvruyThJkiRJ/W9Crhxoj/X1ScAi4Pe5OiOAOfRhwoEkSZKkgtkA/C43GXh7R2NK6f/0NrCvqwN9PSJ+A5xNdonQL6aUntjLYCVJkiTtuztzrz3WpyQgIu5LKZ1OditiSZIkSUWWUrp3b8f2tRzo5xHxTymlb+ztB0mSJEnadx0b9gLVZKt0Xs4dGg48k1KK3s7R1yTg9cDHIuLfyNYbleFOwZIkSdJ+l1IaAxARdwLzU0ov5N4fDXy4L+fo6yo/M4B/Ab5Gdg3St5sASJIkSUV1bEcCAJBSegw4pS8D+/ok4KvAUGA50AZcHhFnppSu2tNIJUmSJPWLX0fEd4BvAK3AecDTfRnY1yRgekppesebiPgP4A+ASYAkSZJUHO8H3gucD1QBDwDz+zKwr0nAHyJiSkqpI7MYhisFSZIkSUWTUmoDvpB77ZG+JgFHkH3csCb3fgxQHhH/mwvg1Xv6wZIkSZL2XkS8ieyd/xPJrhA0DHgqpfSq3sb2NQn4x70PT5IkSVIB3ALMBj4CXAAcDbynLwP7umPwM3sbmSRJkqSCWJ1SShHxMDArpfSziJjVl4F9fRIgSZIk6cCyNCJOAP4D+FlEtAJ/7MtAkwBJkiRpH0XEBcDFwBbg/JTSqrxjM8iW7gxNKZ2Q134V8HZgDfCPKaWNEXEYcCcwElicUrp9Nx97A9my/X8Gfgo8nVK6tS/x9nWzMEmSJEk9iIh6YAFwMnAtcHO3Ln8Frus25njgXGA68D3gytyhxcA1ZDfr/WhEHLSbj/4q8A9k7/4/Brw5Ij7Zl5hNAiRJkqRdWLp06biImNrtVdut22zgnpRSC7AMOC0iyjoOppTWAQ93G/N64DsppXbg28AbcmNmAstSSs1kN+qdvZvwpqeU/k9K6Uu5JwavAd7cl+9lEiBJkiTtwqJFi+4Gnur2mtet23hgLUDuor4RGNvLqfPHbCC7BP9YoDGllMn1WQ1M2M05fhsRk/Pe93kvL+cESJIkSbuwYMGCt86bN++33ZqbehlWBrT3w8f3eJ6I+B2QAUYDD3Tby+uFvpzYJECSJEnahTlz5jw/Z86cVb10W0O2jIeIKAfqyD4N6G3MobkxBwEbcq+6iCjPPVE4FLi/h7H/0Nf4d8UkQJIkSdo3y4GFETEcmAWsBOZHxOqU0l27GPMjYElELCa7QtCPUkqZiLgfODciVpCdD7Cw+8D+2MPLOQGSJEnSPkgprQduBB4ArgAuBaay407/l4EfZ3+NhyLi1JTSw8B/k50wfB7wqdzpLiG7UtADwPW5+QL9riyTyfTe68ByOrCysXErbW39UWrVd/X1o1h87+P79TOlfTX/zGmsW7el2GFIkjSgVFaWU1c3AuAM4L4ih9PvCloOtKtNE3K1UleTXRqpFfhKSukrhYxFkiRJUlbByoF2t2lCbqLDz1JKrwbeCHw2IioKFYskSZKkHQo5J6C3TRNW5H59BfDHlNL2AsYiSZIkKaeQ5UBdNk2IiI5NE9Z3dIiIh4HDgJN6OkFuN7ba/LYlS5aMa2hoKEjAkiRJUinYn0uE7rTZQUppekScDHwvIqanlNq6jZlHt2WRlixZQkNDQ8dEDUl9UF8/qtghSJKkA0ghk4A+bZqQUvpNRCTgFHaeeX0LcEd+w9y5c08C7i7W6kDSQOTqQJIk7Zm81YEGpUImAbvcNAH4HdAAfAU4CDgNmN/9BCmlJnbelnliwSKWJEmSSkDBJgb3smnCs8BxwEPAg8CVHcuHSpIkSSqsgs4JSCndDtye1/ThvN8/WMjPliRJktSzQi4RKkmSJOkAZBIgSZIklRiTAEmSJKnEmARIkiRJJcYkQJIkSSoxJgGSJElSiTEJkCRJkkqMSYAkSZJUYkwCJEmSpBJjEiBJkiSVGJMASZIkqcSYBEiSJEklxiRAkiRJKjEmAZIkSVKJMQmQJEmSSoxJgCRJklRiTAIkSZKkEmMSIEmSJJWYymIHIEmSJA10EXEBcDGwBTg/pbQq79hhwJ3ASGBxSun2iFgEnJPrMhQYnlKaEhHXA28DNueOzUopNfV3vCYBkiRJ0j6IiHpgAXA80ADcDLw5r8ti4BrgXuChiPhBSmlB3vhPAn/Kva0B3pNS+kUhY7YcSJIkSdo3s4F7UkotwDLgtIgoA8j9nAksSyk1A8tz/ckdPwRoSCl9PddUAzQVOmCTAEmSJGkXli5dOi4ipnZ71XbrNh5YC5BSagcagbG5Y2OBxpRSJvd+NTAhb+z/Bb6e974GWBQRj0XElf38dTqZBEiSJEm7sGjRoruBp7q95vUyrAxo7+OxN5J9etDhMuCdwGuBd0fE6Xsede9MAiRJkqRdWLBgwVuBw7q9bunWbQ1wKEBElAN1ZJ8GAGwA6nLt5PqtzRt7OPBMx5uU0hMppb+llJ4lWzp0VH9+nw5ODJYkSZJ2Yc6cOc/PmTNnVS/dlgMLI2I4MAtYCcyPiNUppbsi4n7g3IhYQXY+wEKAiBgFbOsoFYqIOuCslNL3I2JMru+XCvG9fBIgSZIk7YOU0nrgRuAB4ArgUmAquacDwCXAlbnj16eUNuTaRwIteadqAc6KiAeBh4DPpZQeKkTMZZlMpvdeB5bTgZWNjVtpa9tVqVVh1NePYvG9j+/Xz5T21fwzp7Fu3ZZihyFJ0oBSWVlOXd0IgDOA+4ocTr/zSYAkSZJUYkwCJEmSpBJjEiBJkiSVGJMASRrg2tvbWbToOubOfTcf/OD7eO65Z3fq89JLL/H+97+Hp59eBcC2bdu4+uoreN/7/pn58y/i2Wef2WmMJGnwMgmQpAFu5coVbNu2jSVLvsqFF36I225b3OX4E088xkUXvZfVq1d3tv3wh99j2LDhfOlLdzB//gIWL/7M/g1aklRUJgGSNMA9/PDvmTFjJgDHHHMsTzzRdRWzbdu2cd11i5g8eUpn21NPPcUpp5wKwOTJU1m16qn9F7A0wPi0TYORSYAkDXBbt25lxIiRne/Ly8tpa2vrfD99+vEccsi4LmNe8YpX8stfriSTyfDoo4+wfv06tm/fvt9ilgaSlSt92qbBxyRAkga4ESNG0Nzc3Pk+k8lQWbn7DeFf//q/Z8SIEXzoQ3O5//57iTiKioqKQocqDUg+bdNgZBIgSQPcsccex69/fT8Ajz76CIcffmSvY5544jGmTz+e2277EmedNYsJEw7tdYxUqnzapsFo97eK9lFEXABcDGwBzk8prep27AJgAvCJlNIdhYxFkgarM8+cxYMPPsCFF76HTCbD5ZcvZPnye2hpaea8897c45iJEyfz5S9/kW9+8+uMHDmKj3/8qv0ctTRw7O3TtqeffooPfWguxx57nE/bdMApWBIQEfXAAuB4oAG4GXhz7lg1MAY4DRgHPBoR/5lS2lKoeCRpsCovL2fBgsu7tE2ZMnWnfrfd9qXO32tra/nXf/18oUOTBoVjjz2O++9fydlnv2aPn7Z9+MOX8sQTj7FmzXP7IVKp7wr5JGA2cE9KqSUilgF3RERZSimTUtoGdMyQWR0Rq4CDyT4xkCRJOmD4tE2DUSGTgPHAWoCUUntENAJjgfX5nSKiBqgHVnU/QUTUArX5bUuWLBnX0NBQiHglSZJ24tM2DUYFnRPQTRnQ3kP7FcCSlFJPs2XmAQvzG5YsWUJDQwN1dSP6P0JpkKqvH1XsECRJ0gGkkEnAGmAmQESUA3VAY36HiHg9cCZwxi7OcQtwR37D3LlzTwLubmzcSltbTzlF4XghpYFq3Tor7SRJ2hOVleWD+qZzIZOA5cDCiBgOzAJWAvMjYnVK6a6IOAO4AXhtSqm1pxOklJqApm7NEwsXsiRJkjT4FWyfgJTSeuBG4AGyJT+XAlOBQyNiLPBjYAjwo4h4KCLmFyoWSZIkSTsUdE5ASul24Pa8pg/n/W5tjaQuauqGU13pOtoaWLa1bWdTY3PvHSXpALI/JwZL0m5VV1aw+N7Hix2GtEfmnzmt2CFI0h4zCZAkqYT4xE0DkU/c+p9JgCRJJcQnbhqIfOLW/wo2MViSJEnSgckkQJIkSSoxJgGSJElSiTEJkCRJkkqMSYAkSZJUYkwCJEmSpBJjEiBJkiSVGPcJkCRJkvZRRFwAXAxsAc5PKa3KO3YYcCcwElicUro9IoYAG4E/5brdlVK6oae+hYjXJECSJEnaBxFRDywAjgcagJuBN+d1WQxcA9wLPBQRPyBbkfOblNKsbqfbqW9KaX1/x2w5kCRJkrQLS5cuHRcRU7u9art1mw3ck1JqAZYBp0VEGUDu50xgWUqpGVie618DNOWfZDd9+51PAiRJkqRdWLRo0d09NF8DXJ33fjywFiCl1B4RjcBYYH3uZ2NKKZPruxqYQDYJmB4RDwKbgYty/Xvq2+98EiBJkiTtwoIFC94KHNbtdUsvw8qA9l6OPQy8AziV7B3/2/bwPPvEJwGSJEnSLsyZM+f5OXPmrOql2xqyZTxERDlQBzTmjm0A6iKiPKXUDhwK3J9S2gb8JjfmDuBDu+rbv98oyycBkiRJ0r5ZDsyOiOHAHGAlMD8i3p4r7bkfODd3fDawPCLeGBFjc+PfAfx2V30LEbBJgCRJkrQPcqv33Ag8AFwBXApMJXsnH+AS4Mrc8etTShvITgr+z4h4AjgP+PBu+vY7y4EkSZKkfZRbzz9/Tf8P5x1bRbb2P7//SrLLiXY/z059C8EnAZIkSVKJMQmQJEmSSoxJgCRJklRiTAIkSZKkEmMSIEmSJJUYkwBJkiSpxJgESJIkSSXGJECSJEkqMSYBkiRJUokxCZAkSZJKjEmAJEmSVGJMAiRJkqQSYxIgSZIklRiTAEmSJKnEmARIkiRJJcYkQJIkSSoxJgGSJElSiTEJkCRJkkpMZSFPHhEXABcDW4DzU0qr8o7NAG4BhqaUTihkHJIkSZJ2KNiTgIioBxYAJwPXAjd36/JX4LpCfb4kSZKknhWyHGg2cE9KqQVYBpwWEWUdB1NK64CHd3eCiKiNiKn5rxUrVowrYMySJEnSoFfIcqDxwFqAlFJ7RDQCY4H1e3COecDC/IYlS5bQ0NBAXd2I/opTGvTq60cVOwRpUPNvTCo8/876V0HnBHRTBrTv4ZhbgDvyG+bOnXsScHdj41ba2vb0dPvG//NpoFq3bkuxQ+gT/8Y0UA2UvzHw70wD1/7+O6usLB/UN50LmQSsAWYCREQ5UAc07skJUkpNQFO35on9EJskSZJUsgo5J2A5MDsihgNzgJXA/Ih4ewE/U5IkSVIvCpYEpJTWAzcCDwBXAJcCU4FDASLiy8CPs7/GQxFxaqFikSRJkrRDQecEpJRuB27Pa/pw3rH3FvKzJUmSJPVsf04MliRJkgalXjbJPQy4ExgJLE4p3R4RhwBLgGnA08A7UkobIuJ64G3A5tzwWbl5sv3KJECSJEnaB3mb5B4PNJDdJPfNeV0WA9cA9wIPRcQPyG6o+0ngIbIrYl5CtoS+BnhPSukXhYy5kBODJUmSpFKwy01ycz9nAstSSs3kFs9JKf0wpfS7lFIG+BkwOXeuGnZeHbPfmQRIkiRJu7B06dJxETG126u2W7cum+SSXRZ/bO7YWKAxd7EPsBqY0G38DLJPBCCbBCyKiMci4sp+/jqdLAeSJEmSdmHRokV399B8DXD1bobtbpPcLsciYhzwDrKlRACXARuBIcCKiFiRUrpvz6LunU8CJEmSpF1YsGDBW4HDur1u6dZtDTuWwe++Se4GoC7XTq7f2lzfKuBu4JKU0iaAlNITKaW/pZSeJVs6dFQhvpdPAiRJkqRdmDNnzvNz5sxZ1Uu35cDC3Ca5s9ixSe7qlNJdEXE/cG5ErCA7f2BhRFQC3wJ+nFL6HkBE1AFnpZS+HxFjcn2/VIjv5ZMASZIkaR/0tkku2ZV/rswdvz6ltAG4Fng98Pe5jXMfAl4CzoqIB8nOEfhcSukhCsAnAZIkSdI+6mWT3FXAqd36fxz4eA+nml+I+LrzSYAkSZJUYkwCJEmSpBJjEiBJkiSVGJMASZIkqcSYBEiSJEklxiRAkiRJKjEmAZIkSVKJMQmQJEmSSoxJgCRJklRiTAIkSZKkEmMSIEmSJJUYkwBJkiSpxJgESJIkSSXGJECSJEkqMSYBkiRJUokxCZAkSZJKjEmAJEmSVGJMAiRJkqQSYxIgSZIklRiTAEmSJKnEmARIkiRJJcYkQJIkSSoxJgGSJElSiTEJkCRJkkqMSYAkSZJUYkwCJEmSpBJjEiBJkiSVmMpCnjwiLgAuBrYA56eUVuUdOwy4ExgJLE4p3V7IWCRJkqRC2Zvr3oi4Cng7sAb4x5TSxv11jVywJwERUQ8sAE4GrgVu7tZlMXANMAP4aEQcVKhYJEmSpELZm+veiDgeOBeYDnwPuHJXfQsRcyHLgWYD96SUWoBlwGkRUQaQ+zkTWJZSagaW5/pLkiRJA83eXPe+HvhOSqkd+Dbwhv15jVzIcqDxwFqAlFJ7RDQCY4H1uZ+NKaVMru9qYEL3E0RELVCb33b77bdPOu2006ioKM50hgmjhhXlc6V9UVk5cKb/+DemgWgg/Y2Bf2camPb331nHteZPf/rTiR/4wAemdjvclFJqynu/N9e944H7cmM2RMSY3fTtdwWdE9BNGdC+h8fmAQvzG5YvX85pp53G6NHF+RfY20+YWpTPlfZFXd2IYofQZ/6NaSAaSH9j4N+ZBqZi/Z195Stf+WYPzdcAV+9m2N5c9+5r3z1SyCRgDdnHGUREOVAHNOaObQDqIqI89wjkUOD+Hs5xC3BHfsPmzZtHbtiw4bVjx479HdBamNAlSZJU4qqef/75E2tqapYBL3Y71tTt/d5c9w7N/U6u7n/Dbvr2u7JMJtN7r72Q+zL3AycAs4D35N6vTindFRHfBb4CrAB+D8xMKW0oSDCSJElSgezNdS/ZC/wlwGnA+4HDU0qX7q9r5IIVV6WU1gM3Ag8AVwCXAlPJZTzAJWRnQT8AXG8CIEmSpIFob657U0oPA/8NPAycB3xqV30LEXPBngRIkiRJOjANrOUMJEmSJO0zkwBJkiSpxJgESJIkSSXGJECSJEkqMSYBkiRJUokxCdABKyJqI2J6seOQBrOImBIRZxc7DmmwioiTI+K8YschdecSoTogRUQt8C3gJeCVwJtSSqmoQUmDUEScBHwbWAZ8JKW0pcghSYNGRBwLnAWcAxwGvM3/lulA4ZMAHXAiYgwwD/hTSukfgDuAKGJI0mC2Hvgh8IgJgNS/UkqPAJ/P/bfsV/jfMh1ATAJ0IHodUA18Ifd+AnB68cKRBrWTgZeBXwNERFlxw5EGl5RSe0QMBdqBVxU7HqmDSYAOKBExEjgKeDKl9Hiu+Q3AfxQvKmlwioixwPHAs8AjACkla0SlfZSfTEdEOfD/AYcC3yxaUFI3JgE60FQDk4FHASLiQ8DDKaVHixqVNDidBQwF/jel1OpTAKl/dCTTEfFG4GtAA/CJlNKqIoYldVFZ7ACkbsYCR6eUfpN7fwnwL0WMRxp0IuIwoA2YCjyJTwGkfhMRVWT/uzUb2ED2Sfb/ppQ2FjUwqRufBOhAsx54MiL+IyIWAb9KKf2s2EFJg8xs4HfA+4DNKaUtuZIFSfuuHDgSOA0oA35tAqADkUuE6oCTWx3oA8D/AI+5YonU//JW4Xoj8OaU0lPFjUgaXCKihuzf2DuB96WUfl7ciKSuTAIkqYRFREVKaXux45AGq4ioBKpSSi3FjkXKZxIgSZIklRhrQCVJkqQSYxIgSZIklRiTAEmSJKnEmARIkiRJJcbNwiSpSCLi34BTgXHAdmAdsAyYm1Kqy+v3WuAGsjtqHwak3KEZwPXAHSmlR/YhjrOAeSmlN+3l+MnAtJTSsr2NQZK0f5kESFKRpJQuAoiIhUBTSulfc+/nduu3DFgWEVOA76eUTsg7fOn+inc3jgFeQzaBkSQNACYBkjSARcT3gFtSSr+IiEeBHwFvAu4Bfg1cBmwDXpNSejEiXg0sAUYC/5VS+uhuzv0JYA4wkeyTgv+MiMNz4ycB3wO+CnwBGBYRDcCMlNK2wnxbSVJ/cU6AJA0eAXwfOI7sLqXjU0qvBjYAr8ttWvQF4A3ANOCQiDhpN+f775TSTLJ3+efl2t5LNtF4FbAkpfQn4BPAN1JKJ5gASNLA4JMASRo8Xkwp/RogIh4Hfppr/z3ZeQevJJsoLM21Dwf+C9i4i/M9FRHzgOnAq3Nty4BbgM3A/+vX6CVJ+41PAiRpcGrt9nsZ2X/nr8/dsT8hpRQppe/1NDgiRgE/A/4IXAC8DJBSWgGcBRwJ/DIiygr3FSRJhWISIEmlIwEVudp9ImLSbvpOBNpSSv9DtnRoWG7MTKAFWAgcAdQCq4FDCxa1JKnfWQ4kSQee0RHx57z3Z6eUntnXk6aUWiPi/wCfj4ghwHMR8bbc4dfkfebzKaUzIuKJiPg92ScCT+WOTQNuAzLAopRSY0T8ClgUEf8LvC6l9MK+xipJKqyyTCZT7BgkSZIk7UeWA0mSJEklxiRAkiRJKjEmAZIkSVKJMQmQJEmSSoxJgCRJklRiTAIkSZKkEmMSIEmSJJUYkwBJkiSpxPz/llqGud3NgKQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwEAAAF5CAYAAADH8SaQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAABUIklEQVR4nO3deXxU1f3/8ddMkskeCBAMi+xwQFkVQUQwiGwiolSL+rV1qQruoKVS69a6Il/F/qStaf0i2rrgblFZBEUjKqDsQg6LbLIohARCtkky8/tjhpiEJQEymUnm/Xw88jBz7zl3PuMF5n7u/ZxzHF6vFxERERERCR/OYAcgIiIiIiK1S0mAiIiIiEiYURIgIiIiIhJmlASIiIiIiIQZJQEiIiIiImFGSYCIiIiISJiJDOTBjTE3AXcDucA11tqt/u1O4BFgJFAMvGitfdEYEw3sBzb4DzHLWvtUIGMUEREREQk3jkCtE2CMSQG+BHoCacDN1tox5fanWWsX+dttBBr7f2ZZawed4NslAtcCmfiSChERERGRQIgCOgP/wXeju04K5JOAocBca22BMWYeMNMY47DWegGstYv87ToC31trS40xDYCc4x3UGNMQaFh+25w5c/6nXbt2j9Vs+CIiIiIix/WPYAdwsgI5JqAZsBvAWusBsvHd6S9jjFkNzANu9G9qAHQ3xiwzxiw0xnQ+ynEnAFvK/zz88MNKAERERESkNmUGO4BTEdAxAZU4AE/5Ddba7saYPsB7xpjuwGrgamAFcA8wHbio0nGeA2aW3/C73/2uN/BWdnYeJSUeREREREQCITLSSXJyPNTxEvRAPgnYBbSAsoHAyfieBlRgrV0KWOBca63bWrvUWluM70L/iCcB1toca+3W8j9paWl7qgrm8ccf4YEH/gDA7bffzO9/f9dR2+3fn8UFF/Rl8eKMan3Il1/+P0aPHs6QIQP5y18eJDf3+KVhx2t/8OBBpkx5jNGjh3HxxYN54IE/sHfvzxX6z5r1Kr/61SUMGTKAe++9iz17dh/1fT744F3OP7/3MeOoar+IiIiI1F+BTALmA0ONMXHACCADmGiMGWuM6WiMudkY4/APDO4P/GiMGWWMOVwydDXwbSACGz58JN9+u5SDBw8esW/hwk9ITEyib99+VR7n3Xff4u23Z3H//Q/z/PMvsHXrD0yZ8uhJt3/yyT+zceMGnnzyGZ5/Pp38/Hzuu+8eSktLAXj//bd58cUXuPPOifzzny9TWlrCgw/ed8T7/PTTHv7+978eM46q9ouIiIhI/RawJMBauw+YAiwB/gTcC7TB93RgB9ADX9nPMuAB//ShOcA7xphMYDRw9Nv1p2jQoItwOiPIyFh0xL4FC+Zx0UXDiIysulLqjTf+w3XX3Ujfvv3o3PkM/vSnP7No0afs2XP0BxPHa5+Tk0NGxudMnPgHzjijK+3bd+CPf3yIDRsy+eGHzXi9Xl5+eQY333wraWmDadu2Hb///R/Jyso64mnBlCmP0bGjOWbcVe0XERERkfotoGMCrLUzgBnlNpW/qL/jKO0z8E0nGlAJCQn07z+Azz5bwMiRl5Zt3717F99/v4aJE31lQ48//ggrVnzH22/PPuIYWVn72LVrJz16nFW2rX37DiQmJrFmzUpSU4efUPvzz7+AqVP/SseOncr2Oxy+HK2oqIgtW35g796fGTTolyESLVuezrvvflThfWbPfp+DBw9y3XU3snLl8iPirmq/iIiIiNR/Ybti8LBhFx9RErRgwTzatGlH585dALj77t/zr3+9ctT+e/fuBSAlpWmF7Y0bNzniznx12sfGxtKvX39cLlfZvlmzXiU+Pp4OHTqyc+cOXC4Xu3btZNy4Gxg9ehh/+tMk9u3bW9b+p5/2kJ4+nT/+8SGczogjYqhqv4iIiIiEh7BNAs499zwSEhIqlAQtWDCP4cMvLnudkJBAcnLyUfsXFRUC4HJFVdjuckXhdrtPuf2CBfOYNetVxo+/k5iYGPLz8/F4PEyZ8hi/+c0NPPHEMxw6lMe9995JSUkJAFOmPM6YMb+mffsOR425qv0iIiIiEh7CNgmIjIxk8OChfPrpAgC2bPmBLVt+YOjQEdXqHx0dDYDbXXF2KLe7mJiYmFNq//HHs3n00Ye48sqrufzyK8riLSkp4dZb7+T88wdy5pldeeSRx9my5QdWrPiODz98n6ysffz2tzdyNFXtFxEREZHwUZvrBIScYcMu5rbbbuLgwQN88slcevXqTdOmp1Wr7+GynqysfTRs2LBse1bWviNKfk6k/axZr/L889O49trrGT/+l2ETTZqkANCu3S938ZOTk2nQoCE//bSbefPmsH37VkaMGARAaalvvYQhQwYwadL9Ve6vbvIjIiIiInVfWCcBZ5zRlebNW7B4cQaff/4p1157fbX7Nm7chObNW7Bq1Yqy8prNmzdx6FAuZ57Z/aTaf/jhBzz//DRuvvlWrrvudxX6d+xoiI6OJjNzPS1atAQgO3s/Bw7k0Lx5Sx566FGKiorK2i9f/i1PP/04L730Go0aNaJXr7OPu19EREREwkdYJwEAQ4eO4K23Xufnn38iLW1whX2HDh2iuLj4mOMCrrjiKv7v/14gNbUZjRo15umnH2PQoItITU09av/jtc/K2sdzz03loouGccklo8nK2lf2PomJScTFxXH55Vcyffo0kpISadw4heeff5a2bdvRo0cvIiIqDvTdtm0r4JtBCCAuLv64+0VEREQkfIR9EjBs2MX83/+lM3ToCGJjYyvs++tf//eYU4QCXHnlVRw4kMMTTzxCSUkJ5503gHvvve+Y/Y/X/quvvqSwsJAFC+axYMG8Cu8zZco0+vcfwK233klUVBSPPvow+fl5nH32Ofzv//6/IxIAEREREZHjcXi93mDHUBPOBzKys/MoKfEEOxYRERERqaciI50kJ8cDDAC+DHI4Jy1sZwcSEREREQlXSgJERERERMKMkgARERERkTCjJEBEREREJMwoCRARERERCTNKAkREREREwkzYrxNQH3g8Hp555ik2bdpIVFQUkyc/WGERsE8+mcubb75OREQE7dt34N57JwMct4+IiIiI1F96ElAPZGQswu12k57+EuPH38n06dPK9hUVFfKvf/2D559P54UXZnDo0CG++irjuH1EREREpH5TElAPrF69kr59+wHQtWs3MjPXl+2LinLxwgsziImJAaC0tBSXK/q4fURERESkflMSUA/k5eURH59Q9trpdFJSUlL2e6NGjQF4++03KCgo4Jxz+h63j4iIiIjUbxoTUA/Ex8eTn59f9trr9RIZ+cup9Xg8/P3v/48dO7bx+ONP43A4quwjIiIiIvWXngTUA9269eCbbxYDsHbtGtq161Bh/9SpT+B2F/Hkk8+UlQVV1UdERERE6i+H1+sNdgw14XwgIzs7j5IST7BjqXWHZwfavHkTXq+X++9/GGszKSjIp3PnM7jppt/Qo0evsvZXXnk1AwZccESf1q3bBO9DiIiIiNQBkZFOkpPjAQYAXwY5nJOmJEBEREREpJrqSxKgciARERERkTCjkaAiIlInVLUw4qJFC/nPf17G4YBLLx3DqFGXVdlHRCRc6UmAiAi+C8ypU59g3LgbuOOOW/jxxx1HtCksLOTWW29k27atALjdbh555E/ccsv1TJx4Ozt2bK/lqMNLRsaxFzksLS3lhRem89xzf+eFF17itddeIScnRwsjiogcg5IAERGOf4EJkJm5jttvv5mdO3eWbZs9+z1iY+P45z9nMnHiJKZNe7p2gw4zx1vkMCIigv/85y0SEhI4ePAAXi/ExsZqYUQRkWNQEhAGPAcPkvP8MxR8/SVejwZOixxNVReLbrebJ56YSqtWrcu2bdmyhXPPPQ+AVq3asHXrltoLOAxVtchhZGQkn3/+KddffzU9e/YiMjJSCyOKiByDkoAw4IiLxeFykffuLA78/TlKdu8KdkgiIaeqi8Xu3Xty2mmpFfp07NiJr77KwOv1snbtGvbt20tpaWmtxRxuqrPI4QUXXMh7782huLiYuXM/0sKIIhJ0xpibjDFrjDFfGWPaHGXfN8aY7caY68ttf9AYs9YYM98Y0ygQcSkJCAOOyCiSbrmDhLHXUrr3Z3Kem0Lex//F63YHOzSRkHEyF4sjR15KfHw8d945jsWLv8CYzkRERAQ61LB1vEUO8/IOcccdt+B2u3E6ncTGxuJ0OrUwoogElTEmBZgE9AEeBZ4tt88FNAL6A/2AacaYRGNMT2A40B14D3ggELHpdkiYcDgcxPTui6vLmeR99AEFn31C0arlJFz+a1ydzwh2eCJB161bDxYvzmDw4CHVvljMzFxH9+49ueuue8nMXMeuXT/WQqTha+DAQSxbtoTx428sW+Rw/vy5FBTkM3r0GIYMGc7tt99MZGQk7dt3ZOjQETgcjiP6iIjUhDlz5qROmDChTaXNOdbanHKvhwJzrbUFxph5wExjjMNa67XWuoHDg8l2GmO2Ak2BkcDb1lqPMeZN4GvgnpqOX4uFhSn35o3kvfMGpXt/xtXzLBJG/QpnUlKwwxIJmuOtvD169JiydnfccQuTJt1P69ZtyMnJ4eGH76ewsICEhET++McHadIkJYifQkREAu3wYmEXXnhhhcki/P5srX3k8AtjzO+BSGvtU/7XmcD51tp95TsZYxoA3wOtgb8CX1pr3/Dv22etbVLjn6OmDyh1g6t9R6LumUzBZwvIXzif7Mz1xF18KTF9z8PhVJWYhB+n08mkSfdX2Na6dZsj2k2f/s+y3xs2bMhf//r3QIcmIiIhaNKkSVdOmDDh20qbc6ro5gCOdsf6T0C6tbbUGFMT4VVJSUAYc0RGETdkBK4eZ5H37izy3p1F0XdLSbjiKiJTmwc7PBEREZGQNWLEiD0jRozYWkWzXfjq/THGOIFkILt8A2PMSGAgMKBcnxb+fU2ArJqL+he65StENj2NpHF3/jJweJoGDouIiIjUgPnAUGNMHDACyAAmGmPGAhhjBgBPAWOstcX+Ph8CV/iThrH+1zVOYwKkAk/eIfI+fJ+ib5fgbNSYhDFjcZkuwQ5LREREJCQcHhOA7879l1W1N8bcCEwEcoFr8A3y3Qq87P/vbuAQvlKhV6y104wxDwBX4XsqMNZam33kkU+NkgA5Kg0cFhERETnSiSYBoUrlQHJUrvYdaXjPZOKGjMC9ZjXZUx/TisMS1kqz91O47Bu8JcVVNxYREQlxehIgVSr5+Sfy3p1F8eaNRLZuq4HDElY8h3LJXzifwq+/hNISIlueTuL/3EBEmE0F2iA5DlekFkKrKe6SUg5k51fdUERCTn15EhDQJMAYcxNwN/4aKGvtVv92J/AIvsUQioEXrbUv+vc9iG8QxC7gKmvt/mq8lZKAAPN6vRR9t5S82e/hLSwgNm0wcYOH43C5gh2aSEB4Cgoo+HwhBRmfQUkJ0b37EtW2PXn/fRe8HhKuuIboHr2CHWatSUlJZNoX64MdRr0xcWAX9u7NDXYYInIS6ksSELApQsstk9wTSMO3TPIYAP8KaJ9aax/yt9tojHkJ6MYvyySPw7dMco2vkCYnrsKKwx++T8Gnn1C0cgUJY36tgcNSr3jdbgoWf0HBZ5/gLcjH1eMs4oeNJCKlKQBR7TuS+5+XyP3PDIo3DyB+1OU4oqKCHLWISPUcXhhx06aNREVFMXnyg7RseXqFNoWFhUyceBuTJz9E69ZtKCkp4bHHHmbPnt04nU7uu++Bo66jInVLIMcElC2TDMwD+htjHId3WmsX+X/tCHxvrS2l3DLJwJvAJZUPaoxpaIxpU/5n0aJFqQH8HFKOMz6BxLHXkjTuThwRTg6++HdyX52J5+DBYIcmckq8paUUfJVB9pQ/k//xB0S2bkPDCX8g6dobyhIAgIjkRjS49W5iB15I4dcZ5PztWUr37Q1i5CIi1ZeRsQi32016+kuMH38n06dPq7A/M3Mdt99+c4WVcL/++ktKS0t54YUZ3HDDTfzzn3+r3aAlIAK5WFgzfFMeHb7znw00BsqWSTbGrAbaAr3L9fnS3yfLGNPoKMedADxcfkN6ejppaWmHH81IbUg5G8/Z3cj66COyPvqI4g3rafrrX9Nw4ECtOCx1itfj4eA337D3vfco3ruX2E6daHr77cRVtWLjjb8lt1c3dr34Igf++jTNbriBpL59aydoqRdSUhKDHYKEoY0b1zFkyIWkpCQyaNB5PPTQfRX+LG7fHkl6+j/4wx/+QHJyHCkpifTocQaffjqPxo3jiYjwEB8fqz+/9UBtrhh8xDLJ1truxpg+wHvGmO7VPM5zwMzyG8aNG9cbeEtjAoLg/Ito0Kkrh96ZxZ6ZM9n32ecaOCx1gtfrxb1uLflzZ1O6ZzcRzVuS9LvxRJkzyHM4yKtOvXbLDjS4+w/k/ucldv7jH2StXEP8qDH1sjxIX/g1T2MCJBj27cumtDSi3J8/B7t3ZxMZ6bskbNWqEwBudwnZ2fns3ZtLQYGHbdu2M2TIMA4cyOHpp6eF9Z/fcmMC6rRAJgFVLpMMYK1daoyxwLlUY5lka20OkFNpc8sajFtOUGTTVBqMv4uib5eQ9+H75Eyb4hs4fNFwHFEaOCyhx71pA/lzZlOyfSvOJikk/s/1uLr3OqmnWBHJjWhw2wTy58ym4POFFG/bekQJkYhIqIiPjyc//5eZqbxeb1kCcCxvvvkaffr0Y/z4O/jppz3cffetvPzyG0RHRwc6XAmgQCYB84GH/cskD+KXZZJ3AsvxDRZ+EWgC9Me3ktqHQLoxZhoBXCZZap7D4SDmnHNxndGVvNnvaeCwhKTiHdvIn/MhxRszcTZoSMIVVxPduy+OiFOb+tIREUH8JZcR1b4DuW/8m5y/Pu07ds+zayhyEZGa0a1bDxYvzmDw4CGsXbuGdu06VNknMTGJiAjfJWNSUgNKSkrwaN2gOi9gSYC1dp8xZgqwhIrLJAN8APQAVgANgQfKTR/6EbAa/zLJgYpPAsMZn0DiVb8hundf8t6dxcEX/050r97Ej7ocZ6JWHJbgKPlpN/lzP8K9dhWO+ATiR11OTL8BNV624+rSlYYTJ/tmD3p1JsWbNxJ/6Rg9ERORkDFw4CCWLVvC+PE34vV6uf/+h5k/fy4FBfmMHj3mqH1+/etrePLJv3DbbTdRXFzMLbfcTmxsbC1HLjVNi4VJwHiLi8n/7BMKPv0EhyuK+JGjiT6nnwYOS60p3Z9F/vyPKVq+DIcrmtgLLiRmwCCcMTEBfV9vaSn5cz+kYNECIpq1IOk3N9b58iCtE1CztE6ASN2ldQJEquCIiiJ+6MVE9zyLQ+/M4tDbb1D47VISfnUVkanNgh2e1GOe3IPkL5xH4TeLweEgdsAgYi8cgjM+oVbe3xERQfzI0US1K1ce9KuriO7Vu+rOIiIitUBJgARcxYHD75Ez7Sli0y4i7qJhKpOQGuUpyKdg0UIKMhZBaQkx5/Qj9qJhRDRMDko8ri5n0nDifeS+OpPc116mePMm4kerPEhERIJPSYDUirKBw2UrDs+naOVyEn41FlenzsEOT+o4r7uIgi8/p2DRArwFBUT3PJu4YSOJaJIS7NCIaJhMg/F3kT//Iwo+/YTi7VtIvPZGIpueFuzQREQkjCkJkFrlTEj0Dxzuw6F3ZnHwX3/zDRy+dAzOBM1DLifGW1JC4ZKvyF84D2/uQaK6dCV++Egim4fWrMGOiAjiR1xKVNuK5UExZ50T7NBERCRMKQmQoHB1MCTf80fyP51PwWef4M5c5x84fK4GDkuVvB4PRcuXkT//YzzZ+4ls14H43/yOqLbtgh3acbk6n1FWHnTo9Vco3ryRhNFX4HCpPEhEgsfr8VC6eyfuDZbiDetxuKJJuuGWYIclAaYkQILGERVF/LCRRPc62z9w+HUKv1viGzh8mgYOy5G8Xi/utavJn/chpT/tIaLF6ST96iqiOnXG4XAEO7xqiWjQkAbj7iR//scUfDqfku1bSfzNjUQ2TQ12aCISRkoPHKB4YybFGzJxb8jEm3cIgIjUZsT0PjPI0Ult0BShEhK8Xm/ZwGFvUZFv4PDgoRpAKWXcGzLJnzubkh3biUhpStzwS3B17VGnnxy57XpyX38Fb7GbhDFjiTm7T7BDOiZNEVqzNEWo1Davu4jiHzb57/ZnUvrTbgAcCYm4OhqiOnUmqmNnIho0CHKkoU9ThIrUoCMGDi+cR9HK70gYo4HD4a54+1by58ymeNMGnA2TSbjyGqLP7nPKq/yGApfp4isPeu1lDr3xb1950GVXqjxIRE6Z1+OhdNdO3BvWU7zRUrzlBygtgchIotq2J7p3H1ydOhOR2rxO30yRk6ckQEKKBg7LYSV7dvlW+f1+tW+V30t/RUy//jgia3aV32CLaNCQBrfcQf4nc/zlQdtI/M0NKokTkRNWmpNN8Ubrv/Df8EuJT7PmxPYf6Lvb3669nrILoCRAQpQGDoev0qx9vlV+V3yLIzqauGEjiR0wCEd0dLBDCxhHRATxwy8hqm17cl9/hZy//i8JY35NTO++wQ5NREKY111E8eZNuDf4avtLf94D+Et8TBeiOnXG1dHgTFKJjxxJSYCErLKBwz3P5tC7Gjhc33kOHiB/wTwKl34FDiexFwwmdtBFOOPigx1arfGVB00m97WZHJr1H1950OVX4nDV3wRIRKrP6/FQsvPHsgG9xVt/gNJSiIwiql17os8511fi06x5nZksQYJHSYCEvMjTKq84PEUDh+sRT34eBYsWUPDl51BaSkyf84i9aHjYDk6LaNDAVx60YC4FC+dRsmObb/YgJb4iYak0J7tsBp/ijRZvfh4AEc1aEHt+mq/Ep207fR/KCVMSIHVChYHDs9/TwOF6wFtURMGXiyhYtBBvUaFvld+hF4fEKr/B5oiIIH7YyIrlQZdfScw55wY7NBEJMG9REcWbN+LeeLjE5ycAHIlJuLqc+UuJT2JSkCOVuk5JgNQpzoREEq/+LdG9+3LoXf/A4bPOIX7U5Ro4XEd4S4op/Ma/yu+hXFxndCNu+CVENmse7NBCjqtTZ5IPzx705qu+8qAxv1Z5kEg94ivx2VF2t79k2xZfiU9UFFFtOxDT5zyiTGciTmumEh+pUUoCpE5ydaw0cHj998RfchnRvftq4HCI8no8FH23lPxP5uDJ3k9U+47EXXczUW3aBju0kOZMakDS4fKgBXMp2bHdN3tQqpImkbqqNHu/76J/4+ESn3wAIpq3JHbAIF+JT5t2OKLq12xoElqUBEidVWHg8DtvcOit1yj8dgkJvxqr+ukQ4vV6ca9ZRf68jyj9eQ+RLVuRcMXVRHU0uqtVTQ6nk/ihF/vKg157mZz/978kXHalb7Ys/T8UCXmewkKKf9joG8y7IZPSvT8DviTf1aUrUaaLr8RHT7SlFmnFYKkXvB6Pf+Dw+3jdWnE4FHi9XooPr/L74w4imqYSN3ykb5VfXbieNM/Bg+S+/jLFmzYQfdY5JIwZWyvTp2rF4JqlFYPrN6/HQ8mP2yuW+Hg8vhKf9h39K/R2IeK0VP17WAdpxWCREOJwOonp0w/XGV1/GTi8ajkJl/9aA4eDoHjrFvLnzqZ480acyY1IGHst0Wedo1KtGuBMSiLp5tspWDiP/E/mUPLjdhKvvVFjKkSCrHR/FsUbD8/iswFvgb/Ep8XpxF4wmKhOxlfiU88WPJS6S0mA1CtlA4fP7sOh997UwOFaVrJ7F/lzZ+NetxZHQiLxl11BTN/z9KVXwxxOJ3FDRhBZvjzocpUHidQmT2EBxZs2ll34e/btBcDZoCGurt1xdepMVIdO+u6RkKUkQOolV6fOlVYc/p74kRo4HCil+/b6Vvld+R2O6Bjihl9C7IA0zWITYK4OnXyzB73+Cofeeo3iTRtI+NVV9Xp1ZZFg8ZaW/lLiszGTkm1b/SU+LqLadyD2vIFEdTJENFWJj9QNSgKk3jr2wOGriDwtNdjh1QulBw5QsGAOhUu/hogIYtMuIjbtIpxxccEOLWw4E5NIuuk2ChbOJ/+Tj38pD2reItihSRjyeDw888xTbNq0kaioKCZPfpCWLU+v0KawsJCJE29j8uSHaN26DR9/PJuPP54NgNvtZtOmDXzwwTwSE4N/B710/z7c1jeDT/Emi7egABwOIlu0JDZtMFGduhDVuo2edkqdpCRA6r2KKw6/T860p4gdNIS4C4dq+rWT5MnLo+CzTyhY/AV4PcSc25+4wcNwJoXnKr/B5isPGk5ku/bkvjqTnOefIeGyXxHd5zzdkZRalZGxCLfbTXr6S6xdu4bp06fx1FPPlu3PzFzH1KlPstc/Ow7AxReP4uKLRwHwzDNTGDny0qAlAJ6CAoo3b/Df7beVSnx6+Ep8Ohqc8QlBiU+kJikJkLBwxMDhBXN/WXG4owl2eHWGp7CQwoxFFHyxEG9REdFnnUPc0BFENGoS7NAEcLXv6C8P+jeH3n6D4s2biB8zFmdMTLBDkzCxevVK+vbtB0DXrt3IzKw4o5Tb7eaJJ6by6KMPHdE3M3MdW7Zs5t5776uVWMFf4rNjO8Ub1vtm8dmxzVfi43IR1b4Tsf0HEtWpMxEppymhlnpHSYCElSMGDv9zugYOV4O3uJjCb74kf+F8vHmHcHXtTtywS4hM1XoMocZXHnQrBZ99Qv68j/zlQTcQ2bxlsEOTMJCXl0d8ubvkTqeTkpISIiN9lxvdu/c8Zt9XXnmJG2+8JdAhUrpvL+6NluIN6ynetBFvob/Ep+XpxA4agqujIbJ1WxyRukSS+k1/wiUs+QYOTyZ/4XwKFi34ZeCwZlepwFta+ssqvznZRHXoRNyIUUS1ahPs0OQ4HE4ncYOH+RYXO1weNPoKovuqPEgCKz4+nnz/6rfgWy8kshoX07m5uWzfvpWzzupd4zF5CvIp3rSB4g3WN4vP/n0AOBsm4+reE1enLr5ZfOLja/y9RUKZkgAJW44oF/HDLyG6V7mBw98tJWHM2LAfOOz1ePyr/H5I6d6fiTy9NQm//h+VTtUxUe060PBwedA7b+De7Js9yBkTG+zQpJ7q1q0HixdnMHjwENauXUO7dh2q1W/VquX07t2nRmLwlpZSsn0b7o2+1XlLtm8FrxdHdDRR7TsSNTCNqI6diUhpqqRYwpqSAAl7kac1o8H4uzVwGP8qv3Y9eXNnU7rzRyJOa0bidTfhOrO7vizrKGdCIkm/G0/BogXkz/2QnB93kHTtDUS2OL3qziInaODAQSxbtoTx42/E6/Vy//0PM3/+XAoK8hk9eswx+23fvo3mJzmjldfrxZO1D/eG9RRvsBRv3oC3sNBf4tOK2AuH4urU2VfiExFxsh9NpN5xeL3eYMdQE84HMrKz8ygp8QQ7FqnDPIdyyZv9HkXLl+FskhJWA4eLt/xA3tzZlPywCWejxsQNvZjoXr21rkI9UvzDJnJfexlP3iHiR40hpt/51U7uUlISmfbF+qobSrVMHNiFvXtzgx1GneXJP1zi45uz37M/CwBnciOiOnX+ZaGuOJX4SM2LjHSSnBwPMAD4MsjhnDQ9CRApp8LA4Xdn+QYOn92H+Esuq7cDh0t2/Uje3A8pXv89jsQk4i+/kpg+52lQXD0U1a4DDSf8gdw3/k3ee29S/MNGEq64WuVBEvJ8JT5bcW/wl/js2OYv8Ynxl/hciKtTZ5xNUvTUUqSa9C0vchSuTp1JvvePvwwcXr+W+Esu9604XE++YEr3/kze/I9wr1yOIzaOuIsvJbb/QK3yW885ExJJunE8BZ8v/KU86Dc3qjxIQorX68Wzb2/ZRX/x5o14i/wlPqe3JnbwMF+JT6s2KvEROUlKAkSOoWzgcM+zOfTuGxx681X/isNjiWxadwcOl+Zkk79gLkXLvoGISGIvHEps2mCcsVrlN1w4nE7iBg0hqk07/+xBzxJ/6eXE9BtQb5JcqXs8+XkUb9pQduHvyd4P+Ep8onudTVTHwyU++rdKpCZoTIBINXg9HoqWfUPeR+/jdbvr5MBhT94h8j+dT+FXGeD1EnPu+cQNHoozMSnYoUkQefIOkfvGvynOXIere08SrrgGZ+yR5UEaE1CzNCYAvCUlFUt8ftzuK/GJiSGqfaey2n5n4yZKTiWkaEyASBhxOJ3E9D3vyBWHfzUWV4eqBw57PB6eeeYpNm3aSFRUFJMnP0jLlhXLLwoLC5k48TYmT36I1q3bAPDvf7/El19+QXFxMWPGXMEll1x2wrF7Cgso/OIzCr74DK+7iOiz+xA3ZAQRjRqf8LGk/nHGJ5B0wzgKPv+U/LmzyfnxR5J+cwORLVsFOzSph0qz9+Net6ZciU+Rr8SnVRtiLxruK/E5vbVKfERqgZIAkRPgTEwi8ZrriO7d1zdwOL16A4czMhbhdrtJT3+JtWvXMH36NJ566tmy/ZmZ65g69Un27v25bNvy5d+yZs1q/vGP/6OwsJDXX//3CcXqLS6m8KsM8j+djzc/D1e3nsQNu5jI07TKr1TkKw+6yF8e9BI506cRP+oyYs4bqDuwcspKc7Jxr15B0aoVvjn7AWejJkT3OoeoTp2J6tBR5YgiQaAkQOQknOjA4dWrV9K3bz8AunbtRmZmxbIKt9vNE09M5dFHHyrbtnTpN7Rv34H77/89eXl53H773dWKzVtaStG335D/yVw8B3KI6tSZuOGjiDpdd3bl+KLatqPhxMnkzvo3ee+/TfHmTSRcefTyIJHjKT1wAPealRStWk7J1h8AiGjekrgRo4ju1pOIlKZBjlBElASInKQKA4ffOf7A4by8POLjE8peO51OSkpKiPRPw9m9e88jjn/gQA579uzm6aefY/fundx33z289to7x7wz6/V4cK9eQd68j/Ds20tkqzYkXP1bXO071tyHlnrPGR9P0vW3UPDFZ+TP+S85O38k8dobIOXMYIcmIc6Te5CiNSt9d/y3bAavl4jU5sQNG4mrey8im54W7BBFpBwlASKnKDK1GQ1uvbts4HDOs1OIHXRRhYHD8fHx5Ofnl/Xxer1lCcCxJCU1oFWrNkRFRdGqVRtcrmhycrJJTm5UoZ3X66U4cx15cz+kdNePRKQ2J/GGW3B16apSDjkpDqeTuLTBZeVBB/72LDFXXQWuFqA/U1KO51AuRWtW4V69guLNG30X/k1TibtoOK4evVR+KBLCApoEGGNuAu4GcoFrrLVbK+27CWgOPGStnWmMiQb2Axv8zWZZa58KZIwiNeFoA4fdq5YTP2Ysrg6d6NatB4sXZzB48BDWrl1Du3Ydqjxm9+49eeut17nqqv8hK2sfhYUFJCU1qNCm+IdNvlV+t/yAs1ETEq7+LdE9z9Yqv1Ijotq0peHE+zg06z/89Oqr9GzdibXnj6AkOibYoUkQefLycK9dRdGqFRRv3gAeDxEpTYkdPIzoHr2IOK2ZbkCI1AEBSwKMMSnAJKAnkAY8C4zx73MBjYD+QCqw1hjzDhALLLXWDgpUXCKBdOTA4eeJPrsP548czbJlSxg//ka8Xi/33/8w8+fPpaAgn9Gjxxz1WP37D2DVquXcfPN1eDwe7rnnPiL8M2aU7NxB3pzZFNv1OJOSiB8zlpg+/TSjhtQ4Z1w8idffQsTyr/DMepPzPpjJqkGXciClebBDk1rkyc/H/f1qilYtp3ijBY8HZ+MmxKYNJrrHWUQ0a6ELf5E6JmDrBBhj/gfoY6292xjjBHYDqdbaI97QGLMCuAJwAk9bay8/znEbAg3Lb0tPT++dlpb2ltYJkFDiLXaTv2AeBYsW4IiJJf6Sy055xeGSn38if95HuFevwBEXR+ygIcSeNxCHy1WDkYscKSUlkRlvL6DnZ/8luuAQ9pxBbDvjbJUHnaS6sE6Ap6AA97o1vgv/DZlQWupbuKvHWb4L/xYtdeEvYUnrBFStGb4Lf6y1HmNMNtAY2Fe+kTGmAZACbAV6Ad2NMcuAg8Dt1trMSsedADxcfkN6ejppaWmHT4hI6PjtNRQNvoDdM2dy6M1X8az6ltTrrye62YnVyRZnZbH3gw848OWXOKKiaHLppTQaPpwIrZwptehA0xZ8ddn1dM34mC5LFtJo93bWDLhY5UEnKSXl2NMKB0tpQQGHVq7k4NKl5K1Zg7ekhMhGjWg0ZAhJffoQ07atLvxF6onaHBjsAI52m/5PQLq1ttQYsxq4GlgB3ANMBy6q1P45YGb5DePGjesN6EmAhCZXEnE33UHEsq/J++gDfnjgQWIvHELcoCFVrjjsOZTrX+XXd6Mhpv9A4i4cCgmJ7M8rhbzQvpMo9cfhC9bi6FhWDB5D6++/xSxbRP8PXmLloNEqDzoJofIkwOsuwr1uLUWrVuDOXAclxTgbNCS63/lEdz+LyFatcTidHAIO7TsU7HBFgq7ck4A6LZBJwC6gH4C/HCgZyC7fwBgzEhiI73EK1lo3sNS/byZwZ+WDWmtzgJxKm1vWZOAiNc03cLg/rjO6+QYOfzIH98rvygYOV+YpKKDgi08pzPgMr9tN9DnnEnfRcCIqzQwkEhQOB9u6nkNO0xb0XPQBfT98FXtOGtvO7K3yoDrC63bjzvzed+G/fi0UF+NITCKm73lE9+hFZOu2mmBApJ4LZBIwH3jYGBMHDAIygInGmJ3W2lnGmAHAU8Awa20xgDFmFPCVtTYL3xOBbwMYn0itKxs4fHYfDr37ZtnA4fhRl+OMT8Bb7KZgcQYFn83Hm5+Pq3sv4oaN1PzaEpIONG3O4tE30C3jY7os/ZRGe7azdsDFFEdrcbFQ5C0uxp25jqLVy3GvWwtuN46ERGJ6n+u78G/bXhf+ImEkYAODAYwxNwIT8U8Riq/EZyvwsv+/u4FD+EqFXsF30f8ovhmDdgPXWWu3V+OtzgcyVA4kdUnlgcMxfftR9N0yPAcPEGW6ED/8EiJbapVfCQ0pKYlM+2L90Xd6vbRe9x1m2WcUxSawctClHGjaonYDrGNqa2Cwt6QY94ZM3Ct9F/7eokIc8QlEd+uBq0cvotp20KxiIieovgwMDmgSUIuUBEidVbJnN4fefp2SbVuIbN2W+IsvJaoa6wiI1KbjJgF+SXt30/OzD4jJy2XDORew9cxzVB50DIFMArwlJRRvtBStWo77+9V4CwtxxMbh6taD6B5nEdW+oy78RU5BfUkCtGKwSJBFpjajwW0T8BzIwdkwWTNvSJ11MKUZX42+nq5fzqHz0s9otHsHawaqPKg2eEtLKd60wXfhv3YV3oICHDGxuLr2ILpHL6I6dtaFv4hUoCRAJAQ4nE4N+pV6oSQ6hpUXXkar9cvpvPRTznvft7hYjsqDapy3tJTizRspWr0C95pVePPzcETH4Dqzm++OfyeDI/L4M5CJSPhSEiAiIjXL4WD7GWeT07Q5PT/9gD4fvcaG3gPZ2rWPyoNOkdfjofiHTbhXraBozUq8eYdwREfjOqMbru69cJkuVU49LCICSgJERCRADjbxlwctnkPnZYtotGcHawaMpDhG5UEnwuvxULL1B4pWLado9Uq8h3IhyoXrjK5E9+iFq/MZOKK0ariInBglASIiEjAl0TGsHHQZrdav8JUHffASq9IuJec0Le9yPF6Ph5LtW301/qtX4jl4ACKjcHU5k+geZ+HqcgYOV3SwwxSROkxJgIiIBJbDwfYzzvKVB332AX0+fo2NZ1/Alm4qDyrP6/VSsmMbRSuX4169As+BHIiMxGXOILrnWbi6dMURrQt/EakZSgJERKRWHGySylejr+fML+dgvl1Eoz3bWT1wJMUxccEOLWi8Xi8lP+7AvWo5RatX4MneDxGRuExnXBdfiuuMrjhVPiVSpxljbgLuxr9ulrV2a7l9fYHngBhrbS//tmhgP7DB32yWtfapmo5LSYCIiNSaElc0qwaNZn/mCros+ZT+77/EyrTR5KSGUXmQ10vhtm3kLfqSolUr8OzfB04nUZ06Ezf0YlxndsMZG76JkUh9YoxJASYBPYE04FlgTLkmPwBPAH8pt60BsNRaOyiQsSkJEBGR2uVwsKPLWRxIaU6Pzz6gz5zX2HjWQLZ071t/y4O8XhKy99JsSyapWzLZcjDbd+HfwRA3eCiurt1xxsUHO0oROQFz5sxJnTBhQptKm3OstTnlXg8F5lprC4wx84CZxhiHtdYLYK3da4xZXekYDYAcAkxJgIiIBMXh8qCui+divvvcXx50CcX16C54fPY+mm1ZT+qWTBIO7MfrcJCV2or2Y0bjbmNwxicEO0QROUlTp0596yib/ww8Uu51M2A3gLXWY4zJBhoD+45z6AZAd2PMMuAgcLu1NrNGgi5HSYCIiARNqSuaVWmXsr9ZKzovWUh//+xB2amnH9HW6/GQ8Wo6WT9uxRkZSdp1d9CgabMKbYqLivhw2sOkXXcHyc1+KTEqOJjD24/dyyUT/1xheyDEH8gi9QffHf/EnH14gf2prdh2Zm9+at0Jd2w8AwZ2Ye/e3IDGISKBNWnSpCsnTJjwbaXNOVV0cwCeKtqsBq4GVgD3ANOBi04mxuNREiAiIsHlcLCjcy9yUnyzB50z53U2nTWAH7qfW6E8aMvKJZQUu7n8j1P4abPl6zdfYvgd95ft/3nrJjL+8w8OZWdVOHxpSQmf//sfREYFbmaduIPZpG7JJPWH9SRl78ULZJ/WknXnDmFPm06443THX6S+GTFixJ4RI0ZsraLZLqAfgDHGCSQD2cfrYK11A0v9fWYCd55qrEejJEBEREJCbuPT+OrS6+i6eB6dvvuC5D07KpQH7dm4nlZdzwLgtPaGn7dtqtC/tKSYYbdNZuH/PVdh+9dvz+TMC4azfM7bNRpv7MEcUrf67vg3yPoJgOymLVjfdzB72hiK4hNr9P1EpE6aDzxsjIkDBgEZwERjzE5r7ayjdTDGjAK+stZm4XsiUPlpQ41QEiAiIiHDVx40iqxmreiyZEGF8iB3YT6ucuMFnE4nntJSnBERADTr0OWI42UuXkhsQhKnd+1VI0lAzKEDvjv+WywN9+0GICelGZl9BrGnTWcKE5JO+T1EpP6w1u4zxkwBluCfIhRfiQ8Axph/AecBbY0xK4Db8ZUUvWOMScU3nuC6QMSmJEBEREKLw8GPnXtywF8e1GfO62zsdT5fxcTiLiwoa+b1eMsSgGOxixf6jrd+FVk7tvDpjL8y4o77iWuQXO1wovMOkrrF0mxLJg337gLgQJNUMs9J46c2nSlIbHByn1NEwoK1dgYwo9ymu8rtu/kY3dICGRMoCRARkRCV27gpX43+LWcunken5Rn090awaOUSOpxzPj9ttjRq2brKY4z+wxNlv38w9U8MvPbWaiUA0fm5pG6xpG7JJPnnnQAcaHwa9uwL2NPWUJBU/SRCRCQUKQkQEZGQVRoVzeoLRrG/WSsu/HoBG7f/wOy/TKAkKpq06+9k45LPKS4q5IyBw075vVwFeb4L/62ZJO/ZgQM4mJzChrMGsKdtZ/IbNDr1DyQiEiKUBIiISGhzOPjR9CQnpTk3fPoBcbnZbOrVn82nNT/qdJ+jJz1+1MMcbXtUQT6p2zaQumU9jfbswOH1ktuwMZt6nc+etoa8hk1q/OOIiIQCJQEiIlInHGrkLw/6aj4dl3/pmz3oglG4Y09spd2owgJOO3zhv3s7Tq+XvKRGbO7Rjz1tO3MoOSVAn0BEJHQoCRARkTqjNCqa1QMvIatZK874egHnvf8Sq9NGsb/Z8ccHRBYV+i/8M2m8axtOr4e8pGS2dDuX3e38F/7l1iQQEanvlASIiEjd4nCws1MPDjRpTs/P3uecubPY1LM/m3v0A6ezrFmku4im2zaSujWTJju34PR4yE9owNau57C7XRdyGzXVhb+IhC0lASIiUicdapTC15dexxlfzafjii9ptGcH3583lAb7dpO6JZOUH7fg9JRSEJ/EtjN6s7ttZw42SdWFv4gISgJERKQOK41ysWbgSPY3a8UZX3/CwHf+BUBhXALbu/Rid9vOHEhprgt/EZFKlASIiEjd5nCws1N3DqQ0o+m2jexv1oqcpi104S8ichxKAkREpF44lJyimX1ERKrJWXUTERERERGpT5QEiIiIiIiEGSUBIiIiIiJhRkmAiIiIiEiYURIgIiIiIhJmlASIiIiIiIQZJQEiIiIiImFGSYCIiIiISJhREiAiIiIiEmaUBIiIiIiIhBklASIiIiIiYUZJgIiIiIhImIkM5MGNMTcBdwO5wDXW2q2V9t0ENAcestbO9G9/EBgL7AKustbuD2SMIiIiIiLhJmBJgDEmBZgE9ATSgGeBMf59LqAR0B9IBdYaY94B2gPDge7AOOAB4J5AxSgiIiIiEo4C+SRgKDDXWltgjJkHzDTGOKy1XmutG3ja326nMWYr0BQYCbxtrfUYY94EvqZSEmCMaQg0LL8tPT09NS0tLYAfRURERESk/ghkEtAM2A3gv6jPBhoD+8o3MsY0AFKArf4+X/r7ZBljGh3luBOAh8tvSE9PJy0tjeTk+Br+CCIiIoGRkpIY7BBEJIwFdExAJQ7Ac5TtfwLSrbWlxpjqHOc5YGb5DePGjesNvJWdnUdJydHeQkREToUuWGve3r25wQ5BRE5CZKSzXtx4DmQSsAvoB2CMcQLJQHb5BsaYkcBAYEC5Pi38+5oAWZUPaq3NAXIqbW5Zc2GLiIiIiNRvgZwidD4w1BgTB4wAMoCJxpixAMaYAcBTwBhrbbG/z4fAFf6kYaz/tYiIiIiI1KCAPQmw1u4zxkwBluCfIhT/IF9jTGPgY3xjBj40xjiAV6y104wxHwGr8T0VGBuo+EREREREwlVAxwRYa2cAM8ptuqvc70ctMLXWPgY8Fsi4RERERETCmVYMFhEREREJM0oCRERERETqKGPMWcaY0eVex1Snn5IAEREREZE6yBjzJHAnvsl2MMa0BN6sTl8lASIiIiIiddNoa+0NQAGAtfZHqjl1vpIAEREREZG6Kc8Y0xTwAhhjLgDc1elYmysGi4iIiIhIzRkPzAbaG2M2AhHAFdXpqCRARERERKQOstZ+Z4w5D+iEr8LHAqXV6askQERERESkDjLGzLfWDgXWl9v2OXBBVX2VBIiIiIiI1CHGmD7AuUBnY8yd5Xa1BJpV5xjVSgKMMUnA3cDZ+EYffwrMsNZW63GDiIiIiIjUmAKgGN+1fHK57RuAQdU5QHWfBLyB7zHD34ES4AbgHOCW6kYqIiIiIiKnzlq7BlhjjFlnrf38ZI5R3SQg1Vp7cbnXnxpj1pzMG4qIiEj95PF4eOaZp9i0aSNRUVFMnvwgLVueXqFNYWEhEyfexuTJD9G6dRs+/ng2H388GwC3282mTRv44IN5JCYmBuMjiNQ13xtjbgD6AlGHN1prf1dVx+omAV8ZY7pba1cDGGNSgZUnEahIWNIXo4iEg4yMRbjdbtLTX2Lt2jVMnz6Np556tmx/ZuY6pk59kr17fy7bdvHFo7j44lEAPPPMFEaOvFT/zolU34fAZ0BH4K9Ab3xlQlWq7mJhw4GlxpgsY8x+YDNwuTFmvzEm6yQCFgkrGRm/fDGOH38n06dPq7A/M3Mdt99+Mzt37izbdvHFo5g+/Z9Mn/5PjOnC3Xf/Xl+MIhLSVq9eSd++/QDo2rUbmZnrK+x3u9088cRUWrVqfUTfzMx1bNmymdGjx9RKrCL1RKy19o/At8AKa+1D1OSYAGtth1MITiTsVfeL8dFHHzqi7+Evxnvvva9WYhUROVl5eXnExyeUvXY6nZSUlBAZ6bvc6N695zH7vvLKS9x4o4YaipygDcaYDvjG7/7DGPMx0LA6Has9Ragx5ixgCL6nB/Ottd+dRKAiYUlfjCISDuLj48nPzy977fV6y/6dO57c3Fy2b9/KWWf1DmR4IvXRBOCAtXaTMeZfQD/g2up0rFY5kDFmPDATiAfigJf820SkGvTFKCLhoFu3HnzzzWIA1q5dQ7t21SskWLVqOb179wlkaCL11R+stYcArLUfWGsnW2vXVadjdccE3Ar0sdY+ZK19EN8I5FtPLlaR8KMvRhEJBwMHDsLlcjF+/I08//yz3HXXPcyfP5cPPnj3uP22b99G8+YtailKkXqlub8c6ISdyIrBzmP8LiJVGDhwEMuWLWH8+Bvxer3cf//DzJ8/l4KC/OMOgtMXo4jUJU6nk0mT7q+wrXXrNke0mz79nxVeX3PNbwMZlkh9lgUsN8Z8CpQt4mut/VVVHaubBEwFVvoHGwCMAB490ShFwpW+GEVERCQAXvP/nLDqzg70H2PMUmAw4ABesNZmnswbioiIiIjIqbPWfnGyfauVBBhjvrTWng9sONk3EhERERGRU+dft8sLuPDdoC/y74oDtltrTVXHqG5t/2fGmP85qShFRERERKTGWGsbWWsbA7OB9tbaxv7XZ+NbQbhK1R0TMBKYbIz5G75BBw7A638zERERERGpfd2stT8dfmGtXWeMObc6HaubBPQFrsaXXRQAC621n5xwmCIiIhIQDZLjcEVGBDuMesNdUsqB7PyqG4oE1zfGmLeBV4FiYDSwrTodq5sEvATEAPOBEuB+Y8xA/5oBIiFNX4w1S1+MIqHJFRnBtC/WBzuMemPiwC7BDkGkOm4FbgauAaKAJcDE6nSsbhLQ3Vrb/fALY8wrwCpASYCEPH0x1ix9MYqIiIQGa20J8A//zwmpbhKwyhjT2lp7+PFCLJopSETqEY/HwzPPPMWmTRuJiopi8uQHadny9AptCgsLmTjxNiZPfqhsnYcbbriG+PgEAJo3b8H99z9c26GLiEiYMsZcju/O/1n4ZgiKBbZYa8+sqm91k4D2+GqOdvlfNwKcxpjvAKy1Z59w1CIiISQjYxFut5v09JdYu3YN06dP46mnni3bn5m5jqlTn2Tv3p/LthUV+WZkq7zIm4iISC15DhgK/AG4CTgDuLE6Has7RehV+AYHX+7/uQAYUO61iEidtnr1Svr27QdA167dyMysWELmdrt54omptGrVumzbpk0b/U8Hbueuu8azdu2aWo1ZRETC3k5rrQVWA4Ostd8Dg6rTsborBm8/heBEREJeXl5eWVkPgNPppKSkhMhI3z+T3bv3PKJPTEwMV1/9G0aNuowdO7bz+9/fxWuvvVPWR0REJMDmGGN6Aa8AnxpjioHvq9NR31QiIkB8fDz5+b/MeuT1equ8mD/99Fa0bNkSh8NBq1atadCgAVlZ+zjttNRAhysiIgLwFL6KneuBhcA2a+3z1elY3XIgEZF6rVu3HnzzzWIA1q5dQ7t2Hars89FH/+X5558DYN++veTl5dG4cZNAhikiInWMMeYmY8waY8xXxpg2lfb1NcZ8bYxZUWn7g8aYtcaY+caYRsc5/EvAZfju/q8Dxhhj/lKduPQkQEQEGDhwEMuWLWH8+Bvxer3cf//DzJ8/l4KCfEaPHnPUPpdcMprHH3+EW2/9HQ6Hgz/+8SGVAomISBljTAowCegJpAHPAuW/VH4AngD+Uq5PT2A40B0YBzwA3HOMtzjaNP4rgYeqik3fViIi+MYATJp0f4Vth6cBLa/8TEBRUVE88sjjgQ5NRERC0Jw5c1InTJjQptLmHGttTrnXQ4G51toCY8w8YKYxxmGt9QJYa/caY1ZXOsZI4G1rrccY8ybwNcdOAr41xrQqN3632tP4KwkQERERETlBU6dOfesom/8MPFLudTNgN4D/oj4baAzsO86hmwFf+vtkHa0cyBizHPACScCSStP4/1Sd+JUEiIiIiIicoEmTJl05YcKEbyttzqmimwPw1MDbX3aqB1ASICIiIiJygkaMGLFnxIgRW6totgvoB2CMcQLJQHY1+rTw92kCZFVuUBPT9wc0CTDG3ATcDeQC11hrt5bb1xffKmcx1tpe/m3RwH5+qWWaZa19KpAxioiIiIgEyHzgYWNMHL5FvDKAicaYndbaWcfo8yGQboyZBoz1v65xAUsCTmY0NNAAWGqtrdZKZyIiIiIiocpau88YMwVYgv+mOOUG+Rpj/gWcB7T1TxN6u7X2K2PMR/hWAd6FLxGocYF8EnAyo6EbUEUtlTGmIdCw/Lb09PTUtLS0GgpbRGpbg+Q4XJERwQ6j3nCXlHIgO7/qhiIiEnDW2hnAjHKb7iq37+Zj9HkMeCyQcQUyCTiZ0dANgO7GmGXAQXzZUGalNhOAh8tvSE9PJy0tjeTk+JqKXUSOIyUlscaPOe2L9TV+zHA1cWCXgJwjqVk6R6FP50jqs9ocGFyd0dCrgauBFfgelUwHLqrU5jlgZvkN48aN6w28lZ2dR0lJTQy4lvpE/4jXvL17c2v0eDpHNU/nKPTpHIW+mj5HUj9ERjrrxY3nQCYBJzwa2lrrBpb6+8wE7jxKmxyOLBlqearBioiIiIiEC2cAjz0fGOofDT2CX0ZDH3NwgzFmlDGmsf/l1UDluVdFREREROQUBexJwMmMhsZ3h/8dY0wqvvEE1wUqPhERERGRcBXQMQEnMxoa33SiIiIiIiISIIEsBxIRERERkRCkJEBEREREJMwoCRARERERCTNKAkREREREwoySABERERGRMKMkQEREREQkzCgJEBEREREJM0oCRERERETCjJIAEREREZEwoyRARERERCTMKAkQEREREQkzSgJERERERMKMkgARERERkTCjJEBEREREJMwoCRARERERCTNKAkREREREwoySABERERGRMKMkQEREREQkzCgJEBEREREJM0oCRERERETCjJKAesDj8TB16hOMG3cDd9xxCz/+uOOINoWFhdx6641s27a1bFt2djZXXXU5RUVFtRitiIiIiASbkoB6ICNjEW63m/T0lxg//k6mT59WYX9m5jpuv/1mdu7cWbZtyZKvueee29m/f3/tBisiIiIiQackoB5YvXolffv2A6Br125kZq6vsN/tdvPEE1Np1ap12Tan08Fzz/2dpKSkWo1VRERERIIvMtgByKnLy8sjPj6h7LXT6aSkpITISN/p7d695xF9zjnn3NoKT0RERERCjJ4E1APx8fHk5+eXvfZ6vWUJgIiIiIhIZUoC6oFu3XrwzTeLAVi7dg3t2nUIckQiIiISik5mMpHq9JG6R0lAPTBw4CBcLhfjx9/I888/y1133cP8+XP54IN3gx2aiIiIhJCMjBOfTKSqPlI3qWakHnA6nUyadH+Fba1btzmi3fTp/zxi29tvzw5UWCIiIhJiqjuZyKOPPlTtPlI3KQkQERERCRMnM5lIVX2kblI5kIiIiEiYOJnJRDQBSf2kJEBEREQkTJzMZCKagKR+UhonIiIiEiYGDhzEsmVLGD/+RrxeL/ff/zDz58+loCCf0aPHVLuP1H1KAkRERETCxMlMJnK0PlL3KQmoAQ2S43BFRgQ7jHrBXVLKgez8qhuKiIiIyElTElADXJERTPtC02XVhIkDuwQ7BBEREZF6TwODRURERETCjJIAEREREZEwE9ByIGPMTcDdQC5wjbV2a7l9fYHngBhrba9y2x8ExgK7gKustfsDGaOIiIiISLgJWBJgjEkBJgE9gTTgWaD83FM/AE8AfynXpycwHOgOjAMeAO4JVIwiIiIitUUTidQsTSZyagL5JGAoMNdaW2CMmQfMNMY4rLVeAGvtXmPM6kp9RgJvW2s9xpg3ga+plAQYYxoCDctvS09PT01LSwvMpxARERGpAZpIpGZpMpFTE8gkoBmwG8B/UZ8NNAb2VdHnS3+fLGNMo6O0mQBUWKUiPT2dtLQ0kpPjayJuCbKUlMRghyBV0DkKfTpHoU/nKPTpHIU+naOTV5tThDoATw0c5zlgZvkN48aN6w28lZ2dR0lJTbzFidEfwJq1d29ujR5P56fm6RyFPp2j0KdzFPp0jkJfTZ+j6oiMdNaLG8+BTAJ2Af0AjDFOIBnIrkafFv4+TYCsyg2stTlATqXNLU8tVBERERGR8BHIKULnA0ONMXHACCADmGiMGXucPh8CV/iThrH+1yIiIiIiUoMC9iTAWrvPGDMFWIJ/ilDKDfI1xvwLOA9oa4xZAdxurf3KGPMRsBrfU4HjJQwiIiIiInISAjomwFo7A5hRbtNd5fbdfIw+jwGPBTIuEREREZFwphWDRURERETCjJIAEREREZEwoyRARERERCTMKAkQEREREQkzSgJERERERMKMkgARERERkTCjJEBEREREJMwoCRARERERCTNKAkREREREwoySABERERGRMKMkQEREREQkzCgJEBEREREJM5HBDkBEREREpL4yxtwE3A3kAtdYa7eW29cWeA1IAKZZa2cYY6KB/cAGf7NZ1tqnajouJQEiIiIiIgFgjEkBJgE9gTTgWWBMuSbTgD8DXwArjDH/xVeps9RaOyiQsakcSERERETkBM2ZMyfVGNOm0k/DSs2GAnOttQXAPKC/McYB4P9vP2CetTYfmO9v3wDICXT8SgJERERERE7Q1KlT3wK2VPqZUKlZM2A3gLXWA2QDjf37GgPZ1lqv//VOoDm+JKC7MWaZMWahMaZzIOJXEiAiIiIicoImTZp0JdC20s9zVXRzAJ4q9q0GrgbOw/d0YHoNhHsEjQkQERERETlBI0aM2DNixIitVTTbha/kB2OME0jG9zQAIAtINsY4/U8JWgCLrbVuYKm/z0zgzpqPXk8CREREREQCZT4w1BgTB4wAMoCJxpix/jKgxcBw//6hwHxjzChjzOGSoauBbwMRmJIAEREREZEAsNbuA6YAS4A/AfcCbfDd9Qe4B3jAv/9Ja20WvkHB7xhjMoHRwF2BiE3lQCIiIiIiAWKtnQHMKLfprnL7tuKr/S/fPgPfdKIBpScBIiIiIiJhRkmAiIiIiEiYURIgIiIiIhJmlASIiIiIiIQZJQEiIiIiImFGSYCIiIiISJhREiAiIiIiEmaUBIiIiIiIhBklASIiIiIiYUZJgIiIiIhImFESICIiIiISZpQEiIiIiIiEGSUBIiIiIiJhRkmAiIiIiEiYURIgIiIiIhJmlASIiIiIiISZyEAe3BhzE3A3kAtcY63dWm5fW+A1IAGYZq2dYYyJBvYDG/zNZllrnwpkjCIiIiIi4SZgSYAxJgWYBPQE0oBngTHlmkwD/gx8AawwxvwX35OJpdbaQYGKS0REREQk3AWyHGgoMNdaWwDMA/obYxwA/v/2A+ZZa/OB+f72DYCcAMYkIiIiIhL2AlkO1AzYDWCt9RhjsoHGwD7/f7OttV5/251Ac3xJQHdjzDLgIHC7tTaz/EGNMQ2BhuW3paenp6alpQXsg4iIiIiI1CcBHRNQiQPwVLFvNXA1sAK4B5gOXFSp7QTg4fIb0tPTSUtLIzk5vibjlSBJSUkMdghSBZ2j0KdzFPp0jkKfzlHo0zk6eYFMAnbhK/nBGOMEkoFs/74sINkY47TWeoAWwGJrrRtY6u8zE7jzKMd9DphZfsO4ceN6A29lZ+dRUnKsPCNw9AewZu3dm1ujx9P5qXk6R6FP5yj06RyFPp2j0FfT56g6IiOd9eLGcyCTgPnAw8aYOGAQkAFMNMbstNbOMsYsBoYbYxbhGw/wsDFmFPCVtTYL3xOBbysf1Fqbw5HjBloG7FOIiIiIiNQzARsYbK3dB0wBlgB/Au4F2uC76w++cp8H/Puf9F/45wDvGGMygdHAXYGKT0REREQkXAV0TIC1dgYwo9ymu8rt2wqcV6l9Br7pREVEREREJEC0YrCIiIiISJhREiAiIiIiEmaUBIiIiIiIhBklASIiIiIiYUZJgIiIiIhImFESICIiIiISZpQEiIiIiIiEGSUBIiIiIiJhRkmAiIiIiEiYURIgIiIiIhJmlASIiIiIiIQZJQEiIiIiImFGSYCIiIiISJhREiAiIiIiEmaUBIiIiIiIhBklASIiIiIiYUZJgIiIiIhImFESICIiIiISZpQEiIiIiIiEGSUBIiIiIiJhRkmAiIiIiEiYURIgIiIiIhJmlASIiIiIiIQZJQEiIiIiImFGSYCIiIiISJhREiAiIiIiEmaUBIiIiIiIhBklASIiIiIiYUZJgIiIiIhImFESICIiIiISZpQEiIiIiIiEGSUBIiIiIiJhRkmAiIiIiEiYURIgIiIiIhJmlASIiIiIiIQZJQEiIiIiImFGSYCIiIiISJhREiAiIiIiEmYiA3lwY8xNwN1ALnCNtXZruX1tgdeABGCatXaGf/uDwFhgF3CVtXZ/IGMUEREREQmUUL0eDtiTAGNMCjAJ6AM8Cjxbqck04M9AX+A+Y0wTY0xPYDjQHXgPeCBQ8YmIiIiIBFIoXw8H8knAUGCutbbAGDMPmGmMcVhrvcYYB9APuNz/er6/fVvgbWutxxjzJvA1cE/5gxpjGgINy2+bMWPG6f379yciInjVTc0TY4P23vVNZGTNn0edn5qlcxT6dI5Cn85R6NM5Cn2BOEdVOXy9uXDhwpa33XZbm0q7c6y1OeVeB+R6uCYEMgloBuwG8H+IbKAxsM//32xrrdffdifQ3N/nS3+fLGNMo6McdwLwcPkN8+fPp3///iQlBe8v1thebYL23vVNcnJ8jR9T56dm6RyFPp2j0KdzFPp0jkJfIM5Rdb344ouvH2Xzn4FHyr0O1PXwKQvomIBKHIDnJPZV9hwws/yGgwcPJmRlZQ1r3LjxcqD4ZAMUEREREalC1J49e85q0KDBPOBQpX05VfStqevhUxbIJGAXvkccGGOcQDKQ7d+XBSQbY5zWWg/QAlgMxPh/xxjTxN+uAv8jlpyjvN/amg1fRERERORIqampn73wwgvVaRqQ6+GaEMhCqvnAUGNMHDACyAAmGmPG+h97LAaG+/cP9bf/ELjC/z9prP+1iIiIiEhdFLLXwwF7EmCt3WeMmQIswT8lEhUHNdyDb0qkKcCT1tosIMsY8xGwGl/mNDZQ8YmIiIiIBFIoXw87vF5v1a1ERERERKTe0IrBIiIiIiJhRkmAiIiIiEiYURIgIiIiIhJmlASIiIiIiIQZJQEiIiIiImFGSUCYM8Y0NMZ0D3YccmzGmNbGmMHBjkOOzRjTxxgzOthxyJGMMQ5jzChjzJXBjkWOzRjjCHYMcnzGmJHGmGuDHYfUHE0RGsaMMQ2BN4BCoBNwubXWBjUoOYIxpjfwJjAP+IO1NjfIIUk5xphuwAXARUBb4Nf6exQ6jDGNgUHAb4Ak4BZr7cbgRiVHY4xpCjwPzLTWzgl2PFKRMeZ7oABwA/+01s4MbkRyqvQkIEwZYxoBE4AN1trLgJmACWJIcmz7gNnAGiUAocdauwb4u//v0dfo71FIsdZmWWvfttaOxrcyZ88ghySVGGPijDH9gfeBc4McjhyFMebXwHfW2t7A3UAT/wq3UocFbMVgCXkXAy7gH/7XzYEmwH+DFpEcSx+gCPgGfI/N/UuNS4iw1nqMMTGABzgT/T0KGcaY0/E9BTgAnA7sCG5EUp4xJhqYASwH9gBv+3+XEGGMceK7abgTwFq7DFgWzJikZuhJQBgyxiQAnYFN1tr1/s2XAK8ELyo5Gn8pQ098Fy5rAJQAhIbyNcz+L8nfAi2A14MWlBzNPqAfvhsfj+B76ikhwBhzGvACsNBa+zSQA2QC+4MZlxzBCTwB/GCMWWyMaRHsgKRmKAkITy6gFbAWwBhzJ7DaWrs2qFHJ0VwAxOB7DFuswXOh43AyZowZBbwMpAEPWWu3BjEs8TPG9DLGRFprC4BrgR+BQ0BxcCOTcloAzYBLjDF/AfYCGdZanaMQYYxpba0tsdZ+aK29D/gZGBjsuKRmqBwoPDUGzrDWLvW/vgf4XRDjkUqMMW2BEqANsAk9BQgpxpgofH9nhgJZ+J6ifWet1R3MEOBPlg+X0a3DN5ixD5Bird0bzNjkF9ba5cBwfyL9HL5/82YAGlgfAvx/j3obY6KttRv8m/sDzwQxLKlBehIQnvYBm4wxrxhjpgJfW2s/DXZQUsFQfHWxtwAHrbW5/pITCQ1OoAO+L0QH8I0SgNDhT5ZzgbeMMW8C/wJ+sNauC25kUp4/mQbfxf8H+OrOfw5aQFKB/++RC5hljPmPMWYG8L219ssghyY1RFOEhin/7EC3AZ8A6zTrTOgpN4PTKGCMtXZLcCOSyowxDfCdo2vxTT35WXAjkvL8Y2puwTcr0GprbU5wI5Kj8a+xEQvM0tPO0FPueuEbYKW1dl+QQ5IaoiRAJMQZYyKstaXBjkOOzRgTCUT5689FRERCnpIAEREREZEwoxpjEREREZEwoyRARERERCTMKAkQEREREQkzSgJERERERMKMFgsTEaljjDF/A84DUoFSfCutzgPGWWuTj9L+t8DdQASwDLjbWpt/nOPfYq39p//3TsDfgHbAd8BvrLVF/n1OYCkw21r755r7hCIiEmh6EiAiUsdYa2+31vYCXgCmWmt7WWsnH62tfzXWG4E0a21P4H2guIq3+H2538/FN9d+Z3w3jn5bbt8N+BILERGpY/QkQESkfvs9MPHwgoDW2o8AjDHXAWcDpwPnAFOstc8bY94A2hljVgCPW2tfOXwgY8znQCv/70nA7fhW402pxc8jIiI1QEmAiEj91hlYdYx9fYEh+MqKFgHPW2uvMsZk+580HK392/7fHwKeBqJREiAiUueoHEhEJHx9Za09aK3dACQcr6ExphvQE/jAP06gu7X2jVqIUUREAkBJgIhI/bYR6FGNdqXH2mGMaQC8DlxvrS0FrgSaGWO+Bh4EbjLG/KYmghURkdqhJEBEpH57FvhfY0w8gDHmSmNM+yr6HPTX/GOMSQA+BJ601i4FsNY+bq3tZq3tBzwKvGit/XfgPoKIiNQ0jQkQEak/kowxG8u9HmytfdcY0wRYbIxxACuBuVUc5yVghTHmUWAY0A24yxjzeyDHWjsoALGLiEgtcni93mDHICIiIiIitUjlQCIiIiIiYUZJgIiIiIhImFESICIiIiISZpQEiIiIiIiEGSUBIiIiIiJhRkmAiIiIiEiYURIgIiIiIhJm/j+xiaMwP1+wuAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwcAAAF3CAYAAADw5TenAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAABdD0lEQVR4nO3dd5xU1f3/8dfMzvbG0nuHA0gH6VURWREpioo1VrCDCTExJsTo10YUE/3FEI2iMUbFDkoVqVKlKxxBRaUpLLvssr3M74+54LIu7II7e7e8n4/HPuSee86dz4zLMJ8553OPx+/3IyIiIiIi4nU7ABERERERqRiUHIiIiIiICKDkQEREREREHEoOREREREQEUHIgIiIiIiIOn9sBlJFY4BpgJ5DrciwiIiIiUnWFAu2AV4E0l2Mpc1UlObgG+IfbQYiIiIhItfKc2wGUtaqSHOwESE3NJD+/wO1YRERERKSKCgnxEhcXCc7nz6qmqiQHuQD5+QXk5RWfHPzf//2ZzMwMHn74Ce644xYiIyP561///rN+R44kMXbsRTzyyF/p339giQ/88sv/5p13ZpORkcHAgYOZMuW3xMbGnnH/jRs3cPfdk4od84c//JnExItJTU3luef+zqefriA3N4/u3Xtwzz2/oU6duqWO50zjFREREZFiVcml7NWyIHnEiJFs2LCO1NTUn537+ONFxMbG0bt33xKv8847s3nrrTe4//5pPPPMP9mz52sef/yhs+rfqVMX3n9//kk/o0aNpWHDRgwaNASARx99kF27vuTRR5/kmWdmkpGRwX333Ut+fn6p4jnTeEVERESkeqmWycHQocPwekNYsWLpz84tXryAYcMuxOcreVLl9ddf5frrb6R37760a9eBP/zhQZYuXcLBgwfPuH9oaCi1atU+8XPo0CE++ugD/vCHB4mOjiElJYUVK5YxZcpv6dChI61ateb3v/8TX365k6+//qpU8ZxpvCIiIiJSvVTL5CAmJob+/QfyySeLT2o/cGA/n3++jREjRgKBpUiXXTaq2GskJR1m//59dOnS/URbq1atiY2NY9u2zb+4/3PP/Z0hQ86jS5euAISHhzN9+t9o06btiT4eT+B/X3Z2donXP9PHFxEREZHqp6rUHJyxCy+8iAce+C2pqanExcUBgVmD5s1b0q5dewDuuec35OYWv5zs0KFDACet9wecb/1//EX9t2/fxsaNG3j11dkn2iIjI+nbt/9J/d54479ER0fTunUb9uz55rTXP9N4RURERKT6qZYzBwB9+vQjJibmpKVFixcvYMSIi04cx8TEkJCQUOz47OwsAMLCQk9qDwsLJScn5xf1f/fd2fTp049mzZqfMv7Fixfwxhv/ZdKku4iIiCjx+mcar4iIiIhUP9U2OfD5fJx//nCWLAksLfrmm6/55puvGT48sVTjw8PDAcjJOXlmIScnl4iIiLPun5uby/LlSxkx4uJTPvZHH83hoYf+xPjxExg79rJSXf9M4xURERGR6qfaJgcQWFr02WfrSE09yqJF8+nWrSd169Yr1djjy3OSkg6f1J6UdPhnS3fOpP/mzRvJz8//2RKi495447888siDTJhwLXfdNaXU1z/TeEVERESk+qnWyUGHDh1p2LARq1atYNmyJSctKSpJrVq1adiwEVu2bDrR9tVXuzl2LI1zzul81v0//3wbxhiioqJ+do25c9/nmWdmcMsttzFp0p1ndP0zjVdEREREqp9qW5B83PDhicye/T9+/PEHhgw5/6Rzx44dIzc395R1B5dddiX//vc/qV+/ATVr1uKJJx5m6NBh1K9fv9jxJfUH2L17Fy1atPrZYyUlHebpp6czbNiFXHzx6JNmAGJj4wgLCyvx+qV5fBERERGpvqp9cnDhhRfx73/PZPjwRCIjI08697e//ZVNmz7jrbfmFDt2/PgrOXo0hUce+TN5eXn06zeQX//6vlOOL6k/QHLyERo3bvKzx/r005VkZWWxePECFi9ecNK5xx+fQf/+A0u8fmkeX0RERESqL4/f73c7hrIwAFiRnJxOXl6B27GIiIiISBXl83lJSIgGGAisdDmcMletaw5EREREROQnSg5ERERERARQciAiIiIiIg4lByIiIiIiAuhuRSIiIiIiQWOMuRm4B0gDrrLW7ily7magIfAna+0sp/2PwBXAfuBKa+0RY0wL4DUgBphhrX0xGPFq5kBEREREJAiMMXWAqUAv4CHgqULnwoCaQH+gLzDDGBNrjOkKjAA6A+8CDzhDZgAPAr2B+4wxtYMRs5IDEREREZEzNG/evPrGmOZFfmoU6TYcmG+tzQQWAP2NMR4Aa22OtfYJa22+tXYfsAeoC4wE3rLWFgBvAhc7Y/oCC6y1GcBC59plTsmBiIiIiMgZmj59+mzgmyI/k4t0awAcAHA+7CcDtYpeyxgTD9QhkCAUHpNEYHahFpBsrT2+Qdk+AkuRypySAxERERGRMzR16tTxQIsiP0+XMMwDFLdj7x+Amdba/FI+/Kmu84sFtSD5dAUYhfq8Axy11t7gHP+sACOYMcqpFRQU8OSTj7F79y5CQ0P53e/+SOPGTU7qk5WVxZQpt/O73/2JZs2ak5OTwyOPPMj+/fuIjo7m3nvvo0mTpi49AxEREZHgSExMPJiYmLinhG77CSwHwhjjBRIIzB6cYIwZCQwisOPy8TGNnHO1gSTnJ8EY43VmIBoBq8rmmZwsaDMHpyvAKNTnfAJZ1vHjrhRfgCEuWLFiKTk5Ocyc+RKTJt3Fs8/OOOn8zp1fcMcdt7Bv374TbXPmvEtkZBT/+tcspkyZyowZT5Rv0CIiIiIVx0JguDEmCkgEVgBTjDFXABhjBgKPAeOstbnOmLnAZU4ycQUw11lOtAoY4VxruHPtMhfMZUWnLMAAMMaEAP8H/LXQmJ8VYBS9qDGmRtHij6VLl9YP4vOotrZu3Uzv3n0B6NixEzt37jjpfGCWYDpNmzY70fbNN9/Qp08/AJo2bc6ePd+UX8AiIiIiFYi19jDwOLCWwNKhXwPNgUbGmFrAR0A4MNcYs8kYM8VauxX4ENgKjAYedi53L4EvztcCjzr1CGUumMuKTirAMMYcL8A47Jy/DXgP2FtkzEpnTJIxpmYx150MTCvcMHPmTIYMGUJCQnRZxl/t5efn0LBhHerUiQUgNNRHQkIkPl/g1+b88wOzX2FhPhISoqhTJ5bu3TuzceMaLr10FFu2bOHw4UPUrBlFSEiIa89DRERExC3OfgSF9yS4u9CfY08x5mF+SgqOt+0B+pV1fEWV5yZoJwonnA/9VwODcdZhnYGngVmFGyZOnNgTmJ2cnE5eXlBqM6qlkJAwDhxI4tChNADy8vJJTs78Wb+cnDySkzM4dCiNQYOGs337Dq688io6deqCMe04ciSjvEMXERERCQqfz1ulv5AOZnJwugKMUUANYBkQB9QxxvyW4gswTmKtTQFSijQ3LuvgBTp16sKqVSs4//wL2L59Gy1bti5xzM6dX9C5c1fuvvvX7Nz5Bfv37y1xjIiIiIhUDMFMDhYC05yiiaH8VICxz1r7MvAygDFmMPAra+0TxpjOwExjzAycAowgxiclGDRoKOvXr2XSpBvx+/3cf/80Fi6cT2ZmBqNHjyt2TOPGTXn++X/yv/+9SkxMLL///R/LOWoREREROVtBSw6stYeNMccLMNKAqwgUUpxuzFZjzPECjP0EEgRxmd/vJzQ0lJCQEIYPH3GifenSj3n11ZfxeALFy82aNScmJoaEhAQOHswiMzOD9PR0ateu42L0IiIiIlJaHr/fX3Kvim8AsEI1B2Vr2bIlrFy5nD/84c9s376NV199icceC9yRNj8/n6uvvowXXvgPkZGRXHPNeJ577kW2bdvMwoXzeeihx1i/fg3vvfc2//d/011+JiIiIiJlo1DNwUCcG+lUJeVZkCyVzOluZRoSEsKrr87G5/ORnHwEvx8iIyNp0qQZ+fn5FBQUkJ6efuLORiIilU1JG0EWnj295JJxjBo1hry8PB5+eBoHDx7A6/Vy330P0KxZc/eehIjIGQrmPgdSyaWnpxMdHXPi2Ov1kpeXd+LY5/OxbNkSfvWrCXTt2g2fz0dkZCQHD+7nqqsu4/HH/4/LLrvSjdBFRH6xFStOvRFkfn4+//znszz99D/45z9f4rXXXiElJYXVq1c6517khhtu5l//+n+uxS8icjaUHMgpRUdHk5Hx021I/X7/z2YCBg8+j3ffnUdubi7z53/Im2++Rq9efXn99XeYNes1/u///kx2dnZ5hy4i8ouVZvY0JiaG1NSjmj0VkSpDyYGcUqdOXVizZhXAz25lmp5+jDvvvJXMr7/Ck5dHZGQkXq+X2Ni4E7MNcXHx5OXlUVCgOhARqXyOHTvG/PkfMnHiDdx5560UFBT8bPZ00aL5jB17Ea1bt8bn8xEaGsqmTRsYNmwA06bdz4ABg118BiIiZ05facgplXQr0wvPG8bRf8xgn99P04TaXHDBCHJycnj00b9w++03k5uby6233kFkZKTbT0VE5IylpCSTlZXFzJkvsX37Nu6+e+JJMwE7d37B66//l7i4OHJz85g//0NWrFhKQkItXnvtLRYunMcTT/wfgwYNJTw83LXnISJyJpQcyCl5vV6mTr3/pLbChXWjxl1ObtfuhL/7JucdPED6y88TM/oyHnrosXKOVESk7Pn9fgrf0a/wzf3S04/x2GMP8/DDj/PYYw8RERGO1+ulXr0G7N2798SMqd/v1+ypiFQqSg7kFwlt2Zoak+8ja9UyMhbOI/mvjxA5dBhR512AJzTM7fBERM5aQkJNCgoKTsyexsXFMX/+h2RnZzN69DjGjr2MBx98gO++20OtWv0ZPjyR9u3PYcGCjxg2bCB5eXlcf/1Nmj0VkUpF+xxImck/epSMD98je9MGvAk1iR5zGeEdOrkdlojIWXnmmafo0KET559/AQBjx17Eu+9+9LN+d955K1On3k+zZs155pmnCA0NY9KkO/nhh4Pcc89tvPzy61pWJFKFVPV9DlSQLGUmJD6e2KuuJ27S3XjCwkh76V8cfXEm+UmH3Q5NROSMne6mDKeimzKISGWnmQMJCn9+PpkrlpKx6CMoKCBq6AVEDh2mpUYiUmkc3wTtq692n7gpg7U7T9yU4bjCMwcZGRk8+uhfSEo6TG5uLuPHT2D48BEuPgsRKWtVfeZAyYEEVX5KMulz3yNny0a8NWsTM+ZSwtp3dDssERERkbNS1ZMDLSuSoAqpkUDcNTcQd+udeHwhpL44k9RZ/yL/SJLboYmIiIhIEZo5KAPxCVGE+ULK/XErG39eHkkLFnD4/ffB76f2qFHUHDECb1jlXmqUk5fP0eSMkjuKiIhIpVfVZw50K9MyEOYLYcbyHW6HUTnEtiRizE20W7cE/zvvsGfxJ+zoM4zDjVu6HdlZmzKovdshiLhGX45Ub/pyRKTqUXIg5S4rJo7N542h1r5v6LB6MT0XzuZgs7bs7H0+WTFxbocnImdAX45Ub/pyRKTqUc2BuCapUQtWjr2BL3sMos7erxn49vO03LIaT36e26GJiJxeQQH1v95BrX173I5ERKRMaeZAXOUP8fF1l77sb9WBdmuX0Paz5TTatZ0v+g4jqVELt8MTETmZ30+d73fT9rPlxCYH9nDZ1a0/X3XtDx6Py8GJiPxySg6kQsiKiWfz+WOp/f1XtF+zmHMXvMmB5oadvc8jO1pLjUTEfTUPfEebz5aR8ON+0uMS2DJ4FLX3fUObTauIS/qBrYMuJj9MOyGLSOWm5EAqlMNNWrGqQTOab19Hqy2rqbP3a77q2p895/TEH6KiRxEpf3GHD9Lms+XU2fcNWVExbO9/IfvadMLvDeFAy/ak1qqHWbeEvnNeYdOwcaTH13I7ZBGRs6bkQCqcAp+Pr7v240CrDrRb+zFmw1Ia7drKF32Hc6RhM7fDE5FqIvpoEq0/W0GDPZac8Ah2njuE79p3p8AX+lMnj4dvz+lJWs26dP3kPfp88ApbB4/iUNPW7gUuIvILKDmQCisztgabhl1Kne92037NYnrNf50DLdqzs9dQsqNj3Q5PRKqo8PRUWm9aRaNd2ygI8bG7az/2dOxF3mmWDB1p0JRPL7mebh+/S4/Fb7Or+wC+6tJPdQgiUukoOZAK71DT1iQ1bEaLbWtpuXUNdb7/it3d+vPtOT3we7XUSETKRmhWBi23rqHpjo14/H6+a9+dr7v0JScyulTjs2LiWTvyas5ZtYA2G1cSd/gHtg4eSX6o6hBEpPJQciCVQoEvlK+6DWB/q3Nov2Yx7dZ/QqNdW9nRdzhHGjR1OzwRqcRCcrNpvn0DLbavIyQvl/2tzmF3twFkxsaf8bUKfKFsGzSS1Nr1MOs+oe+c/7Dx/HFkxNcMQuQiImVPyYFUKplxCWy84DLqfL+bDmsW02ve/9jfqgP23KFkR8W4HZ6IVCKe/Dya7txMyy2rCc/K4GCztuzqPpD0hNq/8MIevj3nXNIS6tL1k/fpO8epQ2jSqmwCFxEJIiUHUvl4PBxq2oYVDZvTcusaWm5dS93vdrOr+wC+a98Dv1d7+4nIqXkKCmi4ezutN60iMj2VpAbN2NhjEEfrNizTxznSsBmrL7mebh+/Q/dFb7Gr+0C+7tJXdQgi1Ywx5mbgHiANuMpau6fQud7A00CEtbab0zYdGOZ0iQCirLXNjDGPApcDqc65odbalLKOV8mBVFoFvlB2dx94YqlR+7VLaPzlNr7oewHJ9Zu4HZ6IVDR+P/W+/ZI2G1cQk5LE0dr12T4gkaRGzYP2kJmx8ay5+Bo6rpxP240riEv6gW2DLlIdgkg1YYypA0wFugJDgKeAcYW6fA08AvzleIO1dmqh8X8BvnQO44EbrbXLghmzvmKVSi8jviafDR/PxvPG4svJpvdHr9Fp+YeEZaa7HZqIVBA19++hz5z/0G3Je+D3s+m8MawedV1QE4PjCnyhbB18MTt7DaXed7voM+c/RB09EvTHFZHgmjdvXn1jTPMiPzWKdBsOzLfWZgILgP7GmBPTh9baQ8DW4q5vjKkHDLHWvuo0xQMpZf08itLMgVQNHg8/Nm9LUqPmtNyyhhbb11L32y/Z1WMQ37frpqVGItVU/KH9tNmwnNoHviUzOpZtAxLZ37pj+b8neDzs6diL1Jp16frJB/Sd8wpbBo/isOoQRCqt6dOnzy6m+UHgz4WOGwAHAKy1BcaYZKAWcLgUD3Et8Gqh43hgujGmMfCatfbhs4m7JEFNDk61xsoY4yXwwo0EcoEXrLUvGGPCgSP8NH3yhrX2sWDGKFVLfmgYu3oOYn+bc2i/ejEd1iym8Zdb+aLvBaTUa+x2eCJSTqKTD9Nm4wrqf/slORGR7Oh9Ht+bbhT43P1O7EjD5ifqEHoseotdPQbxdec+qkMQqYSmTp06fvLkyRuKNKeUMMwDFJTyIUYB1xU6/g2Bz8nhwFJjzFJr7cpSXqvUgvYuebo1Vk7mtMRa+yen3y5jzEsEMqJ11tqhwYpLqof0+FpsuPBy6u2xtFu3hD4f/pe9bTrxZc/Bpb5nuYhUPhHHjtJ600oa7f6cfF8ou7r1Z0/HcyvUGv/jdQidVsyj7WfLiUs6yLaBI8kPDXM7NBE5A4mJiQcTExP3lNBtP9AXTnw5ngAkl/IhWgLfHT+w1u48/mdjzEKgHVDmyUEw51VLWmO11PljG+Bza20+5bSWSqoJj4cfWrRj5bib+bpTbxru/pyBbz9Pkx0boaC0SbuIVAZhmem0W7OYQW89T4Ovd7CnQ0+WjZ/IV90GVKjE4LgCXyhbhoxi57lDqPftLvrM/Q9RqaX9vCAilchCYLgxJgpIBFYAU4wxV5xukDEmFsix1vqd4wRjzBjnzzUJfM7+LBgBB3N+tcQ1VsaYrUALoKfTFA90NsasJ3CbpjsKZ0nOmBpAjcJtM2fOrD9kyJCgPAmp/PJDw/jy3CHsa9ORDqsXc87qRSeWGh2t28jt8ETkF/DlZNN8+zqab19PSH4ee9t04quu/cmKiXM7tJJ5POzp1Ju0mnXpsvQD+n7wMluGXMLhxi3djkxEyoi19rAx5nFgLc4ye+De4+eNMc8D/YAWxphNBD77fgrEAJmFLpUJDDbG/AGoCzxlrd0UjJg9fr8/GNfFGPMbwHe8ZsAYY4G+1tojRfr1AmYBnQnMZHQFNhF44S6w1g4r0v/PwLTCbd27d+d///tfUJ5Hac1YvsPVx5dS8vup/81O2q1bQkTGMb5v25kvew4mNyLqrC85ZVD7MgxQpPJx4/3Pm5dL0x2baLl1NWHZWRxobtjdYyDp8bXKPZayEJmaQreP3yE2+RBf9hjMN517V4o6BL3/STU3kCAs63FbMGcOSrXGylq7zkkc+jhFFeucMbOAu4q57tMEkokTJk6c2BOYnZycTl5e+S8XqVMnttwfU86Sx8PBlu051KQlrTd9SrPPN1Bvz5fs6jmY79t2hrO8g8mhQ2llHKhI5VDe73+eggIa7dpK602riMg4xuFGzfmyx2BSa9cv1zjKWmZcDdZefA0dV87DfLaMuKSDbB94UaWoQ9D7n1Q3Pp+XhISqW78YzORgITDNWWM1lJ/WWO0DNhIoUn4BqA30d86NAj611iYBE4CiFeA4O8GlFGnWbWjkjOSHhmN7DXWWGi3inE8X0PjLLXzedzipdRq4HZ6IFOXM+rXZuJLo1COk1GnI1sGjONKgqduRlZn80DC2DLmE1Fr1afvZMmKOHmHj+WPJjEtwOzQRqUaCVpBsrT0MHF9j9Qfg10BzoBHwPdCFwPKh9cADzm1OU4C3jTE7gdHA3cGKTwTgWEId1iVOYMvgUYSnp9F3zit0WLWA0KzMkgeLSPD5/dTe+zV9P3iZrks/oMDrZeP541hz8TVVKjE4wePhm8692TB8fOA96YNXqL33a7ejEpFqJGg1B+VsALDCzWVFqjmo/EJysmmzaSVNv/iMvLAIvuw5mL1tO5e47nfKoPaaVpdqK5jvfzV+3EfbDcuoefB7MmLi2d19APtbdjjr5X+VTWRqMt0/fpeYlMOBOoROvSpcHYLe/6Q6KrSsSDUHIlVZflg4O3ufz942neiwehEdV82n8Zdb+KLv8Eq/nlmkMok5coi2ny2n7ve7yY6M5os+w/jedMUfEuJ2aOUqMy6BNRdfQ8cVH2E2LA3UIQxIrBR1CCJSeSk5ECniWM26rLvoKhp+9Tlm3Sf0/eBlvmvXjV09BpEXHuF2eCJVVmRqCq03raThV5+TFxbOlz0G8W2HHtX6w3B+aBhbho4mddta2m5YRnRKEpvOH0dmXA23QxORKkrJgUhxPB72t+7Ij01a03rTSprt2EiDPTuxPYewr02nCje1L1KZhWUco9WW1TSxm/F7vHzTqTffdO5Nbnik26FVDB4P33Tu89N+CHMC+yEkNWrhdmQiUgUpORA5jbzwCHb2GcY+Z6lRp5XzTiw1SqtVz+3wRCo1X3YWLbatpdkXn+HNz2Nv2y581bUf2dG6PXRxDjduyepLrqfb4nfouXA2tudg9nSseHUIIlK5KTkQKYW0WvVYO/JqGu3eTtv1S+n3wct81747u7oNcDs0kUrHm5dLsy8+o+XWNYTmZLO/ZXt2dx9Ihm7ZWaKMuATWjLqWTis+ot36pcQl/cD2AYkU+ELdDk1EqgglByKl5fGwr00nfmjahjYbV9B0x0bqf72DlKir8bfphEff3omclqcgn8Z2K602f0pE5jF+bNySXT0GaRbuDOWHhrF56Ghabl1Dm8+WE5OSxKbzx5IZW8Pt0ESkClByIHKG8sIj2NH3ghNLjQ48/zy+Fi2JGXM5voaN3A5PpOLx+2nw9Q7abFxBVFoKR+o1ZsvQS0iu38TtyCovj4evu/QltWZduiybQ98PXmbLkNEkNWrudmQiUslVj5tFiwRBau36rLn4GhrceCP5P/5Iyt+e4NgHb1OQqQ3URADw+6nz/Vf0e+8luiybQ54vlA0XXMa6i65SYlBGDjdpxepLric7MoaeC9+k+bZ1UDX2LxIRl2jmQOSX8HioMWgQ2c3akjFvLlkrl5G9eSPRF48hvFtPLTWSaivh4Pe03bCMhB/3kR5bgy2DR3GgZXsVzwZBoA7hGjot/4h26z9x6hBGqA5BRM6KkgORMuCNiibm0isI79WX9Hff4Nj/XiFr7afEjB2Pr35Dt8MTKTexST/Q9rPl1Nn7NVmRMXze70L2tu2E31u9NjArb/mh4Ww+bwwtt6ymzcYVxKQcDuyHEBvvdmgiUskoORApQ6FNmhJ/56/JXr+a9I8+IGXG40QOGELkBYl4I7SBmlRdUUeP0GbjShp8s4OcsAhszyF826G7vr0uTx4PX3ftR1qtenR26hA2Dx3NkYbN3I5MRCoRJQciZczj9RLRuz9hHbuQPm8OmSs+IXvzZ0SPGktYl+5aaiRVSm5yMuesmk+jL7dSEOLjq859+aZTL+0m7qJDTVqxetR1dP/4HXoueAN77lC+PaenlnSJSKkoORAJEm90DLGXTSCiV1/S332TtP/OInTNKqLHjsdXr4Hb4Yn8IgXp6WR+soikT5fTKD+f79t146sufcmJinE7NAEy4muyetS1dF72Ie3XLSE+6SDb+6sOQURKpuRAJMhCmzYn/q7fkLX2UzLmzSHlqceIHHQeUcNG4AkPdzs8kTPiz84mc8UnZC77GH92NvF9+/JBo066x34FlB8azqbzx9Jqy6e03riSaGc/hKwY1SGIyKkpORApBx6vl8i+Awjv1IX0jz4gc+lisjdtIHrUOMI6d9VSI6nw/Hm5ZK35lIyPF+A/lkbYOZ2IGnExDToZMpfvcDs8ORWPh6+69ie1ZqAOod/xOoQGqkMQkeIpORApR96YWGIvv5qIXv049u6bpL36IqFtDNFjxuOrq11ipeLxFxSQvXE9GQs/oiD5CKGt2hB1/S2ENm/hdmhyBg41bc2aS66j2+J36Dn/DWyv8/i2Qw/VIYjIzyg5EHFBaPMW1LhnKlmrV5Ixfy4pTz1K5ODziDr/QjxhWmok7vP7/eR8vpWM+R+S/8MBQho1Ie7SKwlt204zXZVUenwtVo+6js7L59J+7cfEJf3A5/2Gqw5BRE6i5EDEJR6vl8j+gwjv3JX0D98nc8kisjduIPqScYR17KIPYOKanN1fkjFvDnnf7SGkTl1ir7mRsE5d8Hi9bocmv1B+WDibzh9Hq82raLNpFTHJh506hDi3QxORCkLJgYjLvLFxxF55LRG9naVGr/yb0LbtiRlzGSF16rodnlQjud9/R8a8OeTu2ok3vgYxl00gvGdvPCHawKxK8Xj4qtsAUmvVo8uyuSf2Q0hu0NTtyESkAtDXQCIVRGiLVtS457dEj76UvO++IfnJR0mfPxd/To7boUkVl/fjQVL/82+O/n06efu+J/risSTc9ycievdTYlCFHWrahtWjriM3PIJz579O0y8+A7/f7bBExGWaORCpQDwhIUQOGEJ4526BpUYfLyB743qiL7mUsHM6aamRlKn85CNkLJpH9oa1eMLCiBw2gsjB5+GNiHQ7NCkn6TVqsWbUdXReNpcOaxYTf/ggn/e7kAKfPh6IVFf62y9SAXnj4omdcF1gqdE7b5L28vOEtutAzOjLCKldx+3wpJIrOJZGxpJFZK1eAX6IGDCYqPOG442JdTs0cUFeWDgbh42j9aZVtN68ipiUw2w6T3UIItWVkgORCiy0ZWtqTLmPrFXLyFj4EclPPkLk0AuIGjoMT2iY2+FJJVOQlUnm8k/IWr4Ef04O4T17E3VBIiEJNd0OTdzm8bC7+wBSa9Wl87IPA3UI540huX4TtyMTkXKm5ECkgvOEhBA56DzCuvQgY+67ZC6aR/Zn64gZfRlhHTq6HZ5UAv7cXLJWryBjySL86ccI69SVqAtH4qtX3+3QpIL5sVlbVl9Sk+6L3+Xcea+zs/d5fNe+u/ZDEKlGlByIVBIh8fHEXv0rwnv3I/3d2aS+NJOwDh2JHn0pITVrux2eVED+/HyyP1tHxqJ5FKQkE9rGEJU4itAm2h1XTi29Rm1WX3IdnZfNocOaxcQl/cAXfYerDkGkmtDfdJFKJqx1W0Kn3EfmymVkLPqInOmPEHXecCKHnI8nVJsZibOB2bbNZCz4kPwff8DXpBkxl19NWBvjdmhSSQTqEC6l9aaVtN78qbMfwhiyo1WHIHKmjDE3A/cAacBV1to9hc71Bp4GIqy13Zy2cOAI8KXT7Q1r7WPGmBbAa0AMMMNa+2Iw4lVyIFIJeXw+ooacT3jX7qTPfZeMhR+S9dlaYsZcRli7c9wOT1zi9/vJ3WUDG5jt/Y6QuvWJve5mwjp21p2u5Mx5POzuPpDUmvXovPxD+r3/MpvOG0tK/cZuRyZSaRhj6gBTga7AEOApYFyhLl8DjwB/KdQWD6yz1g4tcrkZwIPAcmCTMeYDa+3hso5Z+xyIVGIhNRKIu+ZG4m65A4/XS+q//0nqrOfJTz7idmhSznK/20PqzGdIff7/UXAsjZgrrqHGr39PeCftti2/zI/N27J61LXkhYXTa97/aLJjo/ZDEAHmzZtX3xjTvMhPjSLdhgPzrbWZwAKgvzHmxJuytfYQsLXImHggpXCDM6YvsMBamwEsdK5d5jRzIFIFhLVtR+i9vydzxSdkLJpPzvSHiTr/QiIHn4fHp6VGVVnewQNkzJ9Lzudb8UTHED36UiL69Nf/dylT6Qm1WT0qUIdwzupFTh3CBW6HJeKq6dOnzy6m+UHgz4WOGwAHAKy1BcaYZKAWcLpv/OOBzsaY9UAqcIfTP9laezwz3wc0/EVP4BSCmhycao2VMcZL4IUbCeQCL1hrX3DO/RG4AtgPXGmt1VegIqXg8fmIGnoB4V17kD7nXTLmzyVrw1pixownzLR3OzwpY/lHkshY+BHZG9fjCQ8navhIIgYOwRsR4XZoUkXlhUewcdiltNm0klZbVhObfIjcrr9F3zNKdTV16tTxkydP3lCkOaWEYR6goIQ+W4EJwCbgXuBZ4MqzuM5ZCdrf6NOtsXIypyXW2j85/XYZY14COgEjgM7AROABAi+KiJRSSEJN4q67iRy7g2PvzSb1hX8Q1qkr0ZeMI6RGgtvhyS9UkJZKxscLyVqzEjxeIgedR+TQC/BGR7sdmlQHXi+7egwitVY9Oi3/kG+mTSPmmpsIbdHS7chEyl1iYuLBxMTEPSV0209gOdDxL8cTgOTTDbDW5gDrnDGzgLuAJCDBGOO11hYAjYBVvyT+UwlmzUFJa6yWOn9sA3xurc0nMJPwlvOk3wQuLnpRY0yNouu7li5dqpt1ixQRZtqT8OvfEzXiYnJ2fk7yEw+T8cki/Hl5bocmZ6EgM5P0+XM58tiDZK1eQXjP3iTc90eiLx6jxEDK3Q/NDWtGXYs3IoKjM/9O5uqVbockUlEtBIYbY6KARGAFMMUYc8WpBhhjRhljajmHE4ANznKiVcAI51rDnWuXuWDOBZa4xsoYsxVoAfQsNGalMybJGFPctp2TgWmFG2bOnMmQIUNISNA/kOKOOnVi3Q7h1K68jJzzB/PD//7HsY8+IG/jOupfdx3RHTq4HZmUQkFODsmLF5P84Yfkp6cT16sXtceNI7y+vhMRdx1LqEOLadPY989/kv7OG4QmHaTeNdfg1S2VRU6w1h42xjwOrMVZZk+hVTHGmOeBfkALY8wmAvUFKcDbxpj6BD5LX+90v5fArUwfBx611iYFI+byXCj4s7VR1trOxphewLvGmM6lvM7TwKzCDRMnTuwJzE5OTicvLyjLr06rQn8wlHJx6FCa2yGUIIKICTfg7dqLY++/xXdPPEFYl25EjxpHSHwNt4OTYvjz88levyawgVnqUUJNe2ITR+Fr1IRUgAryO6f3v+otJDqaiGtupmDBXFKWLOLYN98Se93NhMTHux2aSND4fN4z+kLa2Y+g8J4Edxc6d8sphg0p5jp7CCQSQRXM5KBUa6ysteuMMRbo44xp5IypTWB9VdH+Kfy82EM3XRYphbD255DQui2ZSz8mY8lCcnZ8TtQFFxE5cAiekBC3wxPAX1BAztZNpC/4kILDh/A1a0Hs1b8itGVrt0MTKZbH6yU68RJ8jZqQ9sarpPztCeKuu4nQ5qpDEKmMgpkcLASmOeuihvLTGqt9wEYCGdELQG2gPzAFmAvMNMbMIHDHorlBjE+kWvKEhhJ1wQjCu/ck/YO3yfjwPbI3rCF6zHjCWrd1O7xqy+/3k2u/IH3eXPL37yWkfkPibphIaPtztE+BVArhnbsRUrceqS89z9F//p2YMeOJ6NPf7bBE5AwFLTkoYY3V+0AXArdoqgE8UOg2px8SuIXTfgIJgogEQUit2sTdMJHsL7aR/v7bpM58hvCuPYi6eKyWBJSz3G++Jn3eB+R98xXemrWJmXAd4V174PFqn0qpXHz1G1Ljnt+Q9t+XOfb26+Tt/Z7oMZdq3w2RSiSoNQenW2MF3HmKMQ8DDwczLhH5SXiHToS1MWR8spjMTxaRs2M7URdcRMSAwVpqFGR5+/eRPn8uuTu244mNI3rseCJ69cPj033jpfLyRkUTd9MkMubPJfOTReQd3E/cdTfhjdOXDiKVgf4FEhE8oWFED7+IiO7ncuz9t0if+y5ZG9YQM/ZyrXUPgvzDhwIbmG3+DE9EBFGJo4gcMBhPWLjboYmUCY/XS/RFl+Br1Ji0N/5Lyt+eIPbamwlt3sLt0ESkBEoOROSEkNp1iLtxEjmfbyP9g7c5+tzfCO9+LtEjx+CNi3M7vEqvIPUoGYvnk7X2UwgJIXLIMCKHDMMbFeV2aCJBEd6lOyF16pH68vMc/effiBl7ORG9g36zFRH5BZQciMhJPB4P4R07E9a2HRlLFpK59GNyvthG1PCRRPQbqKVGZ6EgI4PMpYvIXLkM8vOJ6N2fqGEXapmFVAu+ho2occ9U0l6dxbG3/heoQxh9qZbPiVRQ+pspIsXyhIURPeJiInr04th7b5H+wdtkrV8dWGrUopXb4VUK/pxsMlcuI3PpYvxZWYGC7+EXEVK7jtuhiZSrE3UI8+aQuezjQB3CtTdpRlKkAlJyICKnFVKnLnE330bO9i2kf/AOR//xNOE9ehE9cjTeWP3DXhx/Xh5Zaz8l4+MF+NNSCW3fkegRF+Nr2Mjt0ERc4wkJIfriMfgaNyHtTacO4fqbCW3a3O3QRKQQJQciUiKPx0N4p66EmfZkfLyAzGVLyPl8G1EjRhLRZ4CWGjn8BQVkb/qMjIUfUnAkCV/L1kRfexOhLbQZlMhx4V17BPZDmPU8R//xN2LGXU5Er75uhyUiDiUHIlJqnrBwohMvIbxHb9Lfm036e2+Rtc65q1E1vguJ3+8nZ8d2MubNJf/gfkIaNibuptsINe21gZlIMXwNG1Pjnt+S9t+XODb7tUAdwiXjVIcgUgHob6GInDFf3XrE3XIHOVs3kz7nHY7+v6cIP7cP0Rddgjcm1u3wylXuV7tInzeHvG+/wVu7DrFX/4qwzt20gZlICbzR0cTddFuhOoR9gToELVcUcZWSAxE5Kx6Ph/Au3Qhr14GMxfPJXL6EnO1biBoxiog+/av8h+O8fd+TPm8OuXYH3rh4Yi69kvBz+2iJlcgZOF6HENKoMcdmv0bK36YTe91NqkMQcZGSAxH5RTzh4USPHE14z96kv/sm6e++Sfb61USPvbxK/gOff+hH0hfMJWfLJjxRUUSNHENk/4F4QsPcDk2k0oro1hNf3fqB/RCe+xsx464g4tw+boclUi0pORCRMuGrV5+4iXeRs2VjYKnRs08R3qsv0Ymj8EbHuB3eL5afkkzG4vlkr18DPh+R519I5ODz8UZGuh2aSJXga9TY2Q/hJY69+V/y9n1P9Khxmo0TKWdKDkSkzHg8HsK79iC03TlkLppH5sql5GzbHChi7tW3Ui41KkhPJ/OTRWSuWgZ+PxH9BhJ13nCtixYJAm90DHE33076R++TtfwT8g7sJ+7aG6tdLZOIm5QciEiZ80ZEED1qLOHn9ubYu7M59vbrZK37lOixVxDapGmprlFQUMCTTz7G7t27CA0N5Xe/+yONGzc5qU9WVhZTptzO7373J5o1a05+fj6PP/4w33//LV5vCPffP41GjRqf1XPwZ2eTufwTMpd/jD87m/Du5wY2MKtZ66yuJyKl4wkJIWbUOHyNmnBs9v9IefoJYq+/pdTvHSLyy1S+r/FEpNLw1W9I/KS7iZlwHfkpKRx95q8ce/sNCjLSSxy7YsVScnJymDnzJSZNuotnn51x0vmdO7/gjjtuYd++fSfaVq1aAcBzz73ITTdN5JlnnjrjmP15uWSuXMqRR/9MxsIPCW3Vlhr3/p7YK69VYiBSjiK6n0uNO6aAx8PRf8wga8Nat0MSqRY0cyAiQeXxeIjofi5h7TuSsegjslYtJ3vrphNFzKdaarR162Z69w5sjNSxYyd27txx0vmcnBweeWQ6Dz30pxNtgwYNoV+/AQD88MNBEhJK/2HeX1BA9mfryFg0j4LkI4S2akPURZdUyaJqkcrC17jJT3UIb7wa2A9h1FjVIYgEkZIDESkX3shIYi65lIiefTj23pscm/0aWWs/JWbs5fiKLBcCSE9PJ7pQIbPX6yUvLw+fs0lS585di30cn8/Hww9PY/nypTz88OMlxuX3+8nZvpWM+XPJ//EgvsZNiblsAqFtjDYwE6kAvDGxxN1yB+kfvkfWiqXkHdinOgSRIFJyICLlytewEfG3TSb7s3Wkf/g+KX+fTkTfAURdeDHeqKgT/aKjo8nIyDhx7Pf7TyQGJXnggQdJSjrMrbf+ildfnU3kKe4olLPbkvHRHPK+/5aQuvWIvfYmwjp1UVIgUsF4QkKIueTSQB3CW6+T8rfpxF1/M77GqkMQKWtKDkSk3Hk8HiJ69ibsnE5kLPiIrE+Xk73FWWrUoxcer5dOnbqwatUKzj//ArZv30bLlq1LvO78+R9y6NCPXHvtDUREROD1evEWs2wp9/tvyZg3h9xdFm+NBGLGXxV4XC1VEKnQInr0wlevPqkvv0DK/5tBzKVXEtGzt9thiVQpSg5ExDXeyChixlxGxLl9OPbumxx7879krVtNzNjxDBo0lPXr1zJp0o34/X7uv38aCxfOJzMzg9GjxxV7vcGDz+ORRx7kjjtuIS8vj7vvvpfw8PAT5/N+OEjG/LnkbN+CJzqG6EvGEdFnAJ7Q0PJ6yiLyC/kaN6XGPVNJ/c+LgTqEfXuJvniMknuRMuLx+/1ux1AWBgArkpPTycsrKPcHr1MnlhnLd5TcUaqkKYPac+hQmtthVHrHC4LTP3wff0Y6Ef0HETV8ZJlsMpaffISMRfPI3rAWT1g4kYOGEjHoPLwREWUQefWm97/qzc33P39+Pulz3yVr5TJCW7Uh9pobVIcg5cLn85KQEA0wEFjpcjhlTjMHIlIheLxeIs7tQ9g5ncmYPzdwV6PNG4m+eAzh3c89qzqAgmNpZHy8kKzVK8EDEQOHBDYwqwI7NotUd56QEGJGXxaoQ3j7eB3CLcXe4EBESk/JgYhUKN6oKGLGXU5Erz6BDdRe/89PdzVq0LBU1yjIyiRz2RKyVnyCPyeH8HP7EHVBIiE1EoIcvYiUt4ievQmp14C0l58P1CGMn0BE93PdDkuk0lJyICIVkq9xU+LvmEL2+jWkf/QBKU8/TkT/wUQNT8QbUfxSI39uLlmfriBjyUL8GemEde5G1IUj8dWtV87Ri0h5Cm3SlBqTfxuoQ/jfK4H9EEaOVh2CyFlQciAiFZbH6yWidz/COnYhY/4cslYuJXvzZ0SPGkt41x4nlhr58/PJ3rA2sIHZ0RRC27YjOnGUbnMoUo14Y2KJv/VO0ue8Q9aKT8g/sC9Qh6BlhCJnRMmBiFR43uhoYi69kvBefUl/502OvfYy2Ws/JXrMZeT/8AMZC+aSf+hHfE2bEzPhOsJatXE7ZBFxgSckhJgx4wN1CO+88dN+CI1UhyBSWkoORKTSCG3SjPi7fk3W2k/JmDeHlCcfBSCkXgNir7+FsHM6aQMzESHi3D6E1G9AmrMfQuz4qwjv1tPtsKSaMsbcDNwDpAFXWWv3FDrXG3gaiLDWdnPa6gEzgfbAt8AEa22SMeZR4HIg1Rk+1FqbUtbxKjkQkUrF4/US2XcA4Z27krlqOSG1ahPerSeeYjY7E5HqK7RJsxP7IaS99jJ5e78n6qJLVIcg5coYUweYCnQFhgBPAYU36/kaeAT4S6G2Xs7xJgKJw73AH4B44EZr7bJgxqx/TUWkUvJGxxA9/CIinB2VRUSK8sbGEX/rnUT0G0jm8iWkvvAPCtLT3Q5Lqoh58+bVN8Y0L/JTo0i34cB8a20msADob4w5McVtrT0EbC08wFo7x1q70VrrB5YAxwvo4oGUID2dE4I6c1DCNMrNwM1AQ+BP1tpZxphw4AjwpdPtDWvtY8GMUURERKouj88XuBVyoyYce+dNUv72BHG/ugVfw8ZuhyaV3PTp02cX0/wg8OdCxw2AAwDW2gJjTDJQCzhcyofpTWAGAQLJwXRjTGPgNWvtw2cTd0mClhycbhrFGBMG1AT6A/WB7caYt4FIYJ21dmiw4hIREZHqJ6JX35/qEJ59itjLrya8aw+3w5JKbOrUqeMnT568oUhzSgnDPEBBaa5vjKkPTCDwWRrgNwS+RA8Hlhpjllpry3yH5mDOHJyYRjHGLABmGWM81lq/tTYHeMLpt88YsweoS2CZU0oQYxIREZFqKrRpc2rc81tS//Nv0v47K1CHkDhKdQhyVhITEw8mJibuKaHbfqAvgDHGCyQAySVd2xgTCswG7rXWHgWw1u4sdH4h0A4o8+QgmAt1T5pGIfBC1CrayRgTD9QB9hCYLulsjFlvjPnYGNOumP41iq7vWrp0af0gPg8RERGpIrxxccRPvIuIvgPIXPYxqf/+JwUZqkOQoFkIDDfGRAGJwApgijHmilMNMMb4gNeBj6y17zptCcaYMc6faxL4Ev6zYARcnncrOtU0yh+AmdbafGPMVgLTJ5sIVGY/Cwwr0n8yMK1ww8yZMxkyZAgJCdFlHrRIadSpE+t2CCIirqi0738Tbya5XRt++M9/SHv2SRrffTcRTbQfgpQta+1hY8zjwFqcGlwCn3EBMMY8D/QDWhhjNgF3AKOAkUBDY8zlTtd+wGBjzB8IrLZ5ylq7iSAIZnJQ4jSKMWYkMAgYCOAsN1rnnJsF3FXMdZ8GZhVumDhxYk9gdnJyOnl5pVrGVaYq7RujlJlDh9LcDkHEFXr/k0r9/tehO3GTEkh75QW++ctDxF5xNeFdursdlVRwPp/3jL6Qtta+CLxYqOnuQuduKWbIp8Dvi2mfUuoH/QWCmRwsBKY50yhD+WkaZZ+19g1jzEDgMeBCa20ugDFmFPCptTaJwAxC0SIPnM0eUoo065YDIiIicsZCm7UI1CG88m/SXn2JvH3fEzVilG6RLNVW0JKD002jGGNqAR8RqEmY69zv9RUCycDbTnX2AeD6YMUnIiIiAuCNiyd+0t2kv/8WmZ8sJm/fPmKvvh5vlJYrS/UT1JqD002jAKeaix4StIBEREREiuHx+Yi59Ep8jZtw7N3ZpPztr4H9EBo0dDs0kXKlOTMRERERR0Tv/sRPuht/bg4pzz5J9pag1HyKVFhKDkREREQKCW3ekhr3/BZf/Yakvfoi6R99gL+g/G94IuIGJQciIiIiRYTExxN/292E9+5H5ieLSH3xnxRkZLgdlkjQKTkQERERKYbHF0rsZROIHncFubu/JOXv08k7uN/tsERKxRjT3RgzutBxRGnGKTkQEREROY3IvgOIn3g3/pwcUp55kuytm90OSeS0jDGPEtgv7DHnuDHwZmnGKjkQERERKUFoi5bUuGdqoA7hP/8mfd4c1SFIRTbaWnsDkAlgrd1LKfcFU3IgIiIiUgoh8TUCdQi9+pK5ZCGpL82kIFN1CFIhpRtj6gJ+AGPMYCCnNAOVHIiIiIiUkscXSsxlE4geezm5X+4k5e9/Je/gAbfDEilqEjAHaGWM2QW8BNxemoFKDkRERETOgMfjIbLfwMB+CFlZHH32SbK3bXY7LJETrLWfAf2AvsAYoC1Qqk07lByIiIiInIXQFq2occ9UQurWJ+2Vf5M+f67qEKRCMMYstNbmW2t3WGs/t9bmAUtLM9ZXygeIA+4BehAobFgCvGitzT/LmEVEREQqvZAaCcTfdg/H3n2TzI8XkLd/L7ETrsMbGeV2aFINGWN6AX2AdsaYuwqdagw0KM01Sjtz8DpQA/gH8DwwCHiu1JGKiIiIVFGe0FBixl9F9Jjx5NodgTqEH1SHIK7IBHIJTAAkFPr5EhhamguUauYAqG+tvajQ8RJjzLYzCFRERESkyvJ4PET2H4SvQUNS//MiR595kpgrryW8Yxe3Q5NqxFq7DdhmjPnCWrvsbK5R2uTgU2NMZ2vtVgBjTH1g89k8oIiIiEhVFdqyNTXumUrayy+Q9vIL5A0bQdQFiXi8KvOUcvW5MeYGoDcQerzRWntTSQNLmxyMAG42xqQDHiAc8BtjjgB+a22tM49ZREREpOoJqZFA/O2TOfbOG2Qunk/+/r3EXHkd3shIt0OT6mMu8AnQBvgb0JPAcqMSlSo5sNa2PuvQRERERKoZT2goMZdfja9xE9I/eIejz/yV2F/dgq9ufbdDk+oh0lr7e2PM48Ama+0HxpglwEMlDSztzAHGmO7ABQSKmBc6908VERERkWIE6hAG46vv1CH8/UliJlxH+Dmd3A5Nqr4vjTGtCdxU6DljzEcEbi5UolItgDPGTAJmAdFAFPCS0yYiIiIipxHaqk1gP4Q6dUib9S/SF36k/RAk2CYDB621mwjcabQpcE1pBpZ25uA2oJe1NgvAGPMIsAb45xmHKiIiIlLNhCTUDNQhvP0GmYvmkb9vLzETrsUboToECYrfWmvvAbDWvg+8X9qBZ1I67z3Fn0VERESkBJ7QMGKuuIbo0ZeSs/Nzjj7zJHk//lBs34KCAqZPf4SJE2/gzjtvZe/e73/WJysri9tuu5Fvv91T6jFSbTR0lhWdsdLOHEwHNjvrlQASKUVBg4iIiIj8xOPxEDlgCCENGpH2nxc5+sxfA3UIHU6uQ1ixYik5OTnMnPkS27dv49lnZ/DYY0+dOL9z5xdMn/4ohw79WOoxUq0kARudIuT8443W2ktLGliqGQBr7avAxYAlsMPaaKdNRERERM5QmFOH4K1Vh7SX/kXGonkn1SFs3bqZ3r37AtCxYyd27txx0vicnBweeWQ6TZs2K/UYqVZeI/DZ/SkCtzI9/lOiUs0cGGNWWmsHEEgMREREROQXCkmoSY07JnPsrdfJWPgRefv2EnPlNXgjIklPTyc6OuZEX6/XS15eHj5f4KNb585df3a9ksZI9WGtXX62Y0v72/KJMeZqa+1/z/aBRERERORkntAwYq68NrAfwtz3OPrMU8T96haio6PJyMg40c/v95f4If9sxkjVcnyDYiCMwMbF2c6pKOA7a60p6RqlLSweCcwyxqQYY5KMMUeMMUlnE7SIiIiI/MTj8RA5cChxt9xOwbE0Uv4+nfYJCaxZswqA7du30bJlybWlnTp1OeMxUrVYa2taa2sBc4BW1tpaznEPAjsml6i06WRvYIJz4UzgY2vtorOIWURERESKEdbaUOOeqaS+/AKdt2xkfU4ekybegB+4//5pLFw4n8zMDEaPHlfs+EGDhrJ+/VomTboRv9/P/fdPK98nIBVJJ2vtiVthWWu/MMb0Kc3A0iYHLwERwEIgD7jfGDPIWvvHMw5VRERERIoVUrMWNe6YwrG3/sctmzYQ1r0fMVdcizcigmbNmv+s/7PP/uvEn71eL1On3l+O0UppGGNuBu4B0oCrrLV7Cp3rDTwNRFhruxVq/yNwBbAfuNJae8QY04JAoXEMMMNa++JpHnaNMeYt4L9ALjAa+LY08ZZ2WVFna+1l1tp/OYFcABSftoqIiIjIWfOEhREz4TqiLx5LzufbOPrsk+QXumWpVB7GmDrAVKAXgW0Ait5b9mvgkSJjugIjgM7Au8ADzqkZwIMEVvTcZ4ypfZqHvg34GLgKuNl5nKtLE3Npk4MtxphmhY4j0Z2LRERERILC4/EQOfg84m65g4K0NFL+/ldydnzudlhy5oYD8621mcACoL8xxnP8pLX2ELC1yJiRwFvW2gLgTeBiZ0xfYIG1NoPAap7hp3pQa22etfY5a+14a+0Ya+2j1tpjpQm4tMuKWhGYntjvHNcEvMaYz5wAehQ3qIRplJsJZDINgT9Za2c57T+bRilljCIiIiJVSlgbpw5h1vOkvjSTqAtHEnnecDweT8mDJajmzZtXf/Lkyc2LNKdYa1MKHTcADgBYawuMMclALeDwaS7dAFjpjEkyxtR0xiRba/1On30EPkMXyxgzFpgCdCdwx6JI4Btr7TklPa/SJgdXlrJf4aCOT6N0BYYQmEYZ55wLI5Bg9AfqA9uNMW8TSEKOT6NMJDCNcu+ZPraIiIhIVRFSsxY17ryXtNn/JWP+XPL27SX2imvwhIe7HVq1Nn369NnFND8I/Pk0wzxAwWnOl1ZJ13mawMzCbwl8Gd8BuLE0Fy5VcmCt/a40/Yo4MY1ijFlA4FaoHmut31qbAzzh9NtnjNkD1KXQNIox5k1gNUWSA2NMDaBG4baZM2fWHzJkyFmEKCIiIlLxecLCiL3qV2Q2akrGR++T8uMPxP3qFkJq13E7tGpr6tSp4ydPnryhSHNKkeP9BJYDYYzxAglAcgmX3g80csbUBpKcnwRjjNdZbtQIWHWaa+yz1lpjzFZgqLV2iTFmaCmeVqlnDs5GqaZRjDHxQB1gD8VPoxQ1GTjp3lwzZ85kyJAhJCREl/FTECmdOnVi3Q5BRMQVev8rZ+PHcKx9a/Y/9xxZb79G8wceKHmMBEViYuLBxMTEPSV0WwhMM8ZEAUOBFcAUY8w+a+0bpxgzF5hpjJlBYKn9XGut3xizChhhjFlK4Ev4092rdp4xphvwCrDEGJMLlKpopTy3zTvV9McfgJnW2nxjSty0DQLTJLMKN0ycOLEnMDs5OZ28vLKYqTkzemOUQ4fS3A5BxBV6/xO9/7mgXjPipvwef2aGXn8X+HzeUn8hba09bIx5HFiLU4NLoVUxxpjngX5AC2PMJuAOa+2nxpgPCRQq7yeQIOCMew14HHjUWnu6DYkfI1AW8CsCdy361lr7TKmeX6me2dkpcRrFGDMSGAQMLDSm6DTKSZwij5QizY3LLmwRERGRii0kPh7i490OQ0rB2Qag8J4Edxc6d8spxjwMPFykbQ+BRKI0XiJQhLyAwB5l1xpj6lhr/1TSwNLeyvRsLASGO9Moifw0jXIFgDFmIIGsZpy1NtcZMxe4zEkmrnCORURERESk9Dpbay89mz3KgpYcWGsPE5j2WEtg6dCvgeZAI2NMLeAjIByYa4zZZIyZYq3dChyfRhlNkYxJRERERERKtMEY07TQcan3KAtqzcHpplGAYheqFjeNIiIiIiIip2eM2Qj4gThgbZE9yn4ozTXKsyBZRERERESCZ8wvvYCSAxERERGRKuAs9yY7STALkkVEREREpBJRciAiIiIiIoCSAxERERERcSg5EBERERERQMmBiIiIiIg4lByIiIiIVDAFBQVMn/4IEyfewJ133srevd//rE9WVha33XYj336750Tbf/7zEhMn3sCNN17D3LnvlV/AUmUoORARERGpYFasWEpOTg4zZ77EpEl38eyzM046v3PnF9xxxy3s27fvRNvGjRvYtm0rzz33b5599l/88EOp9rwSOYmSAxEREZEKZuvWzfTu3ReAjh07sXPnjpPO5+Tk8Mgj02natNmJtnXr1tCqVWvuv/833HffFPr3H1iuMUvVoE3QRERERCqY9PR0oqNjThx7vV7y8vLw+QIf3Tp37vqzMUePpnDw4AGeeOJpDhzYx3333ctrr72Nx+Mpr7ClClByICIiIlLBREdHk5GRceLY7/efSAxOJS4unqZNmxMaGkrTps0JCwsnJSWZhISawQ5XqhAtKxIRERGpYDp16sKaNasA2L59Gy1bti5xTOfOXVm79lP8fj+HDx8iKyuTuLj4YIcqVYxmDkREREQqmEGDhrJ+/VomTboRv9/P/fdPY+HC+WRmZjB69Lhix/TvP5AtWzZyyy3XU1BQwL333kdISEg5Ry6VnZIDERERkQrG6/Uyder9J7U1a9b8Z/2effZfJx3ffvs9wQxLqgEtKxIREREREUDJgYiIiIiIOJQciIiIiIgIoORAREREREQcSg5ERERERARQciAiIiIiIg7dylREREQqpfiEKMJ8uo9/dZWTl8/R5IySO8oZUXIgIiIilVKYL4QZy3e4HYa4ZMqg9m6HUCVpWZGIiIiIiABKDkRERERExKHkQEREREREANUciIiIiIgEjTHmZuAeIA24ylq7p9C5FsBrQAwww1r7ojFmOjDM6RIBRFlrmxljHgUuB1Kdc0OttSllHa+SAxERERGRIDDG1AGmAl2BIcBTwLhCXWYADwLLgU3GmA+stVMLjf8L8KVzGA/caK1dFsyYg7qsyBhzszFmmzHmU2NM8yLnehtjVhtjNhVqCzfGpBtjNjk/vwtmfCIiIiIiQTQcmG+tzQQWAP2NMR4A5799gQXW2gxgodMf53w9YIi19lWnKR5ICXbAQZs5KEWm9DXwCPCXQm3xwDpr7dBgxSUiIiIi8kvNmzev/uTJk5sXaU4pstSnAXAAwFpbYIxJBmoBh53/Jltr/U7ffUDDQmOvBV4tdBwPTDfGNAZes9Y+XFbPpbBgzhycMlMCsNYeArYWGVMuGZGIiIiIyC8xffr02cA3RX4mlzDMAxSU8twoAp+hj/sNcA1wIXCDMWbAmUddsmAmBydlSsDxTOl04oHOxpj1xpiPjTHtinYwxtQwxjQv/LN06dL6ZR69iIiIiMgpTJ06dTzQosjP00W67QcaARhjvEACgc/EAElAgtOO0+9AobEtge+OH1hrd1prf7TWfk9gCdLPPieXhfIsSD5dpnTcVmACsAm4F3iWn6q1j5sMTCvcMHPmTIYMGUJCQnTZRCpyhurUiXU7BBERV+j9T9zk5u9fYmLiwcTExD0ldFsITDPGRAFDgRXAFGPMPmvtG8aYVcAIY8xSAqtupgEYY2KBnONLjowxCcBga+17xpiaTt9/BeN5BTM52E+gyKK4TKlY1tocYJ0zZhZwVzHdngZmFW6YOHFiT2B2cnI6eXkl5R9lT2+McuhQmtshiLhC73/i5vuffv/Ejd8/n89b6i+krbWHjTGPA2txbmVK4Avw4+4lcCvTx4FHrbVJTnsMkFmoXyYw2BjzB6Au8JS1dhNBEMzk4LSZUnEDjDGjgE+dF2YCsKFoH6fII6VIc+MyjFtEREREpExYa18EXizUdHehc3uAfsWMOQB0LHScBUwJXpQ/CVpyUFKmZIx5nsCL0cK5nekdBD70v22MqU9gzdX1wYpPREREREROFtSagxIypVtOMWxIMGMSEREREZHiBXUTNBERERERqTyUHIiIiIiICKDkQEREREREHEoOREREREQEUHIgIiIiIiIOJQciIiIiIgIoORAREREREYeSAxERERERAZQciIiIiIiIQ8mBiIiIiIgASg5ERERERMSh5EBERERERAAlByIiIiIi4lByICIiIiIigJIDERERERFxKDkQERERERFAyYGIiIiIiDiUHIiIiIiICKDkQEREREREHEoOREREREQEUHIgIiIiIiIOJQciIiIiIgIoORAREREREYeSAxERERERAZQciIiIiIiIQ8mBiIiIiIgASg5ERERERMThczsAEREREZGqyhhzM3APkAZcZa3dU+hcC+A1IAaYYa190RgTDhwBvnS6vWGtfay4vsGIN6jJQQkvRm/gaSDCWtutUPsfgSuA/cCV1tojwYxRRERERCQYjDF1gKlAV2AI8BQwrlCXGcCDwHJgkzHmAwIre9ZZa4cWudzP+lprD5d1zEFbVlToxegFPETgxSjsa+CRImO6AiOAzsC7wAPBik9EREREJMiGA/OttZnAAqC/McYD4Py3L7DAWpsBLHT6xwMphS9ymr5lLpg1B6d8MQCstYeArUXGjATestYWAG8CFwcxPhERERGRszJv3rz6xpjmRX5qFOnWADgA4Hy+TQZqOedqAcnWWr9zvA9oSCA56GyMWW+M+dgY0+40fctcMJcVnfRiGGOOvxinm/5oAKx0xiQZY2oW7eC86DUKt82cObP+kCFDyiRoEakYCgoKePLJx9i9exehoaH87nd/pHHjJifOr1y5nFmzXiAkJISRIy/hkkvGkpeXx8MPT+PgwQN4vV7uu+8BmjVr7t6TEBGRKmv69Omzi2l+EPjzaYZ5gIISzm0FJgCbgHuBZ4Erz+A6v0h5FiSX1ZOYDEwr3DBz5kyGDBlCQkJ0GVxe5MzVqRPrdghVzsKFC/F6/bzzzlts3ryZmTOf4bnnngMgNzeXf/zjad566y0iIyOZMGECl1ySyOefb8Hn8/D227NZtWoVL7/8L5555hmXn4lI1ab3P3GTm79/U6dOHT958uQNRZpTihzvJ7AcCGOMF0ggMHsAkAQkGGO8zqxCI2CVtTYHWOeMmQXcdaq+Zf6kCG5ycLoX43RjGjljahN4IYp6GphVuGHixIk9gdnJyenk5QUliTotvTHKoUNpbodQ5axcuZouXXpy6FAajRq1YuvWbSde5927d1G/fiNycrzk5GTToUMnlixZScuWrcjIyOaHH46yf/8h8vP9+n8TZHr/Ezf/jun3T9z4/fP5vCQkRJOYmHgwMTFxTwndFwLTjDFRwFBgBTDFGLPPWvuGMWYVMMIYs5TAkvxpxphRwKfW2iQCMwgbrLX+4voG5fkF46KO074YpxgzF5hpjJlB4I5Fc4t2sNam8POsrHFZBS0iFUN6ejrR0TEnjr1eL3l5efh8PtLT04mJ+elcVFQ06enHiIyM5ODB/Vx11WUcPZrCE0/McCN0ERERAKy1h40xjwNrce7eSWCp0HH3Erg96ePAo86y+hTgbWNMfQJL9K8/Vd9gxBy05KCkF8MY8zzQD2hhjNkE3GGt/dQY8yGBtVb7CSQIIlINRUdHk5GRceLY7/fj8/kKnUs/cS4jI5AsvPnma/Tq1ZdJk+7khx8Ocs89t/Hyy68THh5e7vGLiIgAOPsRFN6T4O5C5/YQ+DxcuP8KArc9LXqdn/UNhqDWHJTwYtxyijEPAw8HMy4Rqfg6derCqlUrOP/8C9i+fRstW7Y+ca558xbs3fs9qalHiYyMYvPmTUyYcC3ffruHkJDA21pcXDx5eXkUFJT/UkMREZHKSjski0iFNGjQUNavX8ukSTfi9/u5//5pLFw4n8zMDEaPHsedd07h3nvvoqCggJEjL6FOnbpcfvlVPProX7j99pvJzc3l1lvvIDIy0u2nIiIiUmkoORCRCsnr9TJ16v0ntRW+LemAAYMYMGDQSeejoqJ46KHHyiM8ERGRKimYm6CJiIiIiEglouRAREREREQAJQciIiIiIuJQciAiIiIiIoCSAxERERERcSg5EBERERERQLcyFan04hOiCPOFuB2GuCQnL5+jyRkldxQRESkFJQcilVyYL4QZy3e4HYa4ZMqg9m6HICIiVYiWFYmIiIiICKDkQEREREREHEoOREREREQEUHIgIiIiIiIOJQciIiIiIgIoORAREREREYeSAxERERERAZQciIiIiIiIQ8mBiIiIiIgASg5ERERERMSh5EBERERERAAlByIiIiIi4lByICIiIiIigJIDERERERFxKDkQERERERFAyYGIiIiIiDiUHIiIiIiICKDkQEREREREHD63AxARERERqaqMMTcD9wBpwFXW2j2FzrUAXgNigBnW2heNMfWAmUB74FtggrU2yRjzKHA5kOoMH2qtTSnreIOaHJzFixEOHAG+dLq9Ya19LJgxioiIiIgEgzGmDjAV6AoMAZ4CxhXqMgN4EFgObDLGfAD0Av4CbAKeBu4F/gDEAzdaa5cFM+agJQdn+WJ4gXXW2qHBiktEREREpJwMB+ZbazONMQuAWcYYj7XWb4zxAH2Bsc7xQmC4tfa144ONMUuAy5zDeCAl2AEHs+bgxIsBLAD6Oy8ChV6MBdbaDGCh07/EJ22MqWGMaV74Z+nSpfWD+DxERERERE4yb968+kU/kxpjahTp1gA4AGCtLQCSgVrOuVpAsrXW7xzvAxoWGd+bwAwCBD4nTzfGfGGMeaCMn84JwVxWdNKLYYw5/mIc5tQvRjzQ2RiznsB6qjustTuLXHcyMK1ww8yZMxkyZAgJCdHBei4ip1WnTqzbIUg1pt8/cZN+/8RNbv7+TZ8+fXYxzQ8Cfz7NMA9QUJpzxpj6wAQCq3AAfkNg+X04sNQYs9Rau/LMoi5ZeRYkl+bF2ErgRdhEYH3Vs8CwIn2fBmYVbpg4cWJPYHZycjp5ead6iODRG6McOpTm2mPr90/0+ydu0u+fuMmN3z+fz0tCQjRTp04dP3ny5A1FTqcUOd5PYLUMxhgvkEBg9gAgCUgwxnidWYVGwCqnbygwG7jXWnsUoPAX5s4SpHZApUoOzvjFsNbmAOucMbOAu4pe1KnKTinS3LjswxcRERERKV5iYuLBxMTEPSV0WwhMM8ZEAUOBFcAUY8w+a+0bxphVwAhjzFICS+ynGWN8wOvAR9badwGMMQnAYGvte8aYmk7ffwXjeQWz5mAhMNx5MRL56cW4wllOdPzFiCLwBBcaY0YZY46vw5oAFM3GREREREQqBWvtYeBxYC2BOw79GmhO4ItxCKyUecA5/6i1Ngl4CBgJXGKM2WSM2QRkAYOdpfebgL9bazcRBEGbObDWHjbGHH8x0oCrCLwAx91L4Famj+O8GMaYFOBtZ43VAeD6YMUnIiIiIhJs1toXgRcLNd1d6NweoF+R/r8Hfl/MpaYEI76iglpzcBYvxgoCtz0VEREREZFyFsxlRSIiIiIiUokoORAREREREUDJgYiIiIiIOJQciIiIiIgIoORAREREREQcSg5ERERERARQciAiIiIiIg4lByIiIiIiAig5EBERERERh5IDEREREREBlByIiIiIiIhDyYGIiIiIiABKDkRERERExKHkQEREREREACUHIiIiIiLiUHIgIiIiIiKAkgMREREREXEoORAREREREUDJgYiIiIiIOJQciIiIiIgIoORAREREREQcSg5ERERERARQciAiIiIiIg4lByIiIiIiAig5EBERERERh5IDEREREREBlByIiIiIiIhDyYGIiIiIiADgC+bFjTE3A/cAacBV1to9hc61AF4DYoAZ1toXnfY/AlcA+4ErrbVHghmjiIiIiEiwlNXn4VP1LWtBmzkwxtQBpgK9gIeAp4p0mQE8CPQG7jPG1DbGdAVGAJ2Bd4EHghWfiIiIiEgwlfHn4Z/1DUbMwVxWNByYb63NBBYA/Y0xHgDnv32BBdbaDGCh038k8Ja1tgB4E7g4iPGJiIiIiARTmXwePk3fMhfMZUUNgAMA1toCY0wyUAs47Pw32Vrrd/ruAxo6Y1Y6Y5KMMTWLXtQYUwOoUbjtxRdfbNK/f39CQtwroWgYG+naY4v7fD53y3f0+1e96fdP3KTfP3GTG79/xz9vfvzxx41vv/325kVOp1hrUwodl9Xn4VP1LXNBrTkowgMUnMW5oiYD0wo3LFy4kP79+xMX594bxBXdmrv22OK+hIRoVx9fv3/Vm37/xE36/RM3ufn798ILL/yvmOYHgT+fZlhZfR4+k75nJJjJwX4C0x8YY7xAApDsnEsCEowxXmfKpBGwCohw/oyzjiqpmOs+Dcwq3JCamhqTlJR0Ya1atTYCuWX+TEREREREAkIPHjzYPT4+fgFwrMi5lCLHZfV5+FR9y5zH7/eX3OssOE9mFdANGArc6Bzvs9a+YYx5B3gBWApsJvDCNQJmAv2B24CW1tpfByVAEREREZEgKsvPw8X1tdYW90X6LxK0mQNr7WFjzOPAWpxbNwH3FupyL4HbMT0OPOo8uSRjzIfAVgKZ1hXBik9EREREJJjK+PNwcX3LXNBmDkREREREpHLRDskiIiIiIgIoORAREREREYeSAxERERERAZQciIiIiIiIQ8mBiIiIiIgA5btDslQjxpgaQFNr7Va3Y5HqxxjTDGhtrf3Y7Vik+jHG9AIaWGvfdzsWqV6MMR7gYiDCWjvb7XikctKtTKXMOYnB60AW0BYYa621rgYl1YoxpifwJrAA+K21Ns3lkKSaMMZ0AgYDw4AWwOV6/5PyYoypRWCjrWuBOOBWa+0ud6OSykbLiqRMGWNqApOBL621Y4BZgHExJKmeDgNzgG1KDKQ8WWu3Af9w3v9Wo/c/KUfW2iRr7VvW2tEEduHt6nJIUglpWZGUtYuAMOA557ghUBv4wLWIpDrqBWQDayAw1W6t1TSplAtrbYExJgIoAM5B739STowxTQjMGhwFmgDfuxuRVEZKDqTMGGNigHbAbmvtDqf5YmCMa0FJteNMq3cl8I/iNgAlBhJshRNQY4wXuA5oBDzhamBS3RwG+hJYGXInsN/dcKQy0rIiKUthQFNgO4Ax5i5gq7V2u6tRSXUzGIgAPrPW5joFeiJBVSgxGAW8DAwB/mSt3eNiWFJNGGO6GWN81tpM4BpgL3AMyHU3MqmMNHMgZakW0MFau845vhe4ycV4pBoxxrQA8oDmwG40ayDlxBgTSuC9bjiQBLxCIDk94mpgUi04X4AcX0r5BZDpHNex1h5yMzapnDRzIGXpMLDbGPOKMWY6sNpau8TtoKTaGA5sBG4FUq21ac7yDpFg8wKtgf6AB1ijxEDKi/MFSBow2xjzJvA88LW19gt3I5PKSrcylTLl3K3odmAR8IXuFCPlqdDdskYB46y137gbkVQnxph4Ar9/1xC4heQn7kYk1YlTb3UrgbsUbbXWprgbkVRWSg5EpMoxxoRYa/PdjkOqJ2OMDwh11n+LiFQqSg5ERERERARQzYGIiIiIiDiUHIiIiIiICKDkQEREREREHEoOREREREQE0CZoIiIVkjHm/wH9gPpAPnAIWABMtNYmFOn7EpBgrR1TqM0Cr1lrHzzDxx0IPOscfgXcaa3df7bPQ0REKhfNHIiIVEDW2justd2AfwLTrbXdrLW/O82QDsaYaABjTAcg4iwf+iXgKmttF+BJoOAsryMiIpWQZg5ERKqGlUAi8BYwFjixO7kzG/BnoBmwzlp7lTFmJHCdtfYKY8xNQBsn+cgGYgGstasKXSP5+IyFM1PxnrX2fWPMVuAV4FfATgLJzJ+BWsAF1tq9wXzSIiJStjRzICJSNSwkkBQA9Ae2Fjq3H7gUaA80Mca0stZ+CMQ7icOtwKNO3/uBOcaYfxhjmpTicWOBb4AuQFtglLV2AIHk5Kpf+JxERKScKTkQEakaDgA1jTGtgG85eTnQN8BA4GmgNtDbab8XeA/4r7X2KIC19n2gE5AGbDDG9CjFYy92dqTeyk8zFpsI1EuIiEglouRARKTqWEigTuDtIu1PEphNuB+YD4Q67S2AZJxlRMdZaw9aa+8DHgZucJpLsww1t8ifPWcSvIiIuE81ByIiVcfbBBKAy4BzCrX3A24iUE/QEdhsjAkF/kRgRmGhMeZlArMNtxFICnKAxgSSB4AMY0x7IMUZ816Qn4uIiLhAyYGISOUSZ4zZVej4/ON/sNZ+Z4w511qbZ4wpPOYp4E1gN4ElRgC3Ax9aaw8YYx4E/gpcTSApWAdEAhuBW5z+jwNLgRXAh2X9pEREpGLw+P1+t2MQEREREZEKQDUHIiIiIiICKDkQERERERGHkgMREREREQGUHIiIiIiIiEPJgYiIiIiIAEoORERERETEoeRAREREREQAJQciIiIiIuL4/wOYVdOWy+r0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwEAAAF3CAYAAAD9+0fgAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAABCRUlEQVR4nO3deXiddZ3//+fJ1n1Jk7TpBt3g3ZZ9EWRv1W8lLl+Xr/uM4+jg4E5Bq47gIIosVikzo6MdFZ35OY6K44oCVbFSkE0oFij9QDfoCkmbdG+z/v44pyENbZO2SdPkPB/Xda7m3Pfnc5/36QWn55X3/bnvTEtLC5IkSZLyR0FPFyBJkiTp6DIESJIkSXnGECBJkiTlGUOAJEmSlGcMAZIkSVKeKerpAg7DEOBvgWVAQw/XIkmSpL6pGJgK/ADY1sO1dLneGAL+Fvj3ni5CkiRJeeObPV1AV+uNIWAZwNatu2hqau7pWiRJktQHFRYWMHToAMh99+xremMIaABoamqmsfHlIeDLX/4Cu3bt5Prrv8JHP/pBBgwYwFe/+q8vG7d58ybe8pbXccMNX+WCCy7q8EX/8z+/y89+djs7d+7koosu4corP82QIUMOa3xNTTVvfnPVy+bcccfvWblyOZ/4xIf2e8yrr/4CVVVvYNOmGm699as88siDFBQUMnPmq/noR2czcOBAHnvsLx3OlyRJUqf1ydPPe2MI6LRLL309X/vaTWzdupWhQ4fus+8Pf/gdQ4YM5dxzz+vwOD/72e389Kc/5pprrmPYsGF85Stf5uabv8T113/lsMavWrWSwYOH8N//ffs+84YNG8Ypp5zGL3951z7bv/Od+Tz66MNcfPEMAK655jOUlJTwjW98h/r6Pdx00/XccsvNXHPNdZ2aL0mSpPzWp68ONHPmaygoKGTRooUv2/f739/Na17zWoqKOs5BP/rRD3jf+z7Aueeex9Sp07n66utYuPAeNm7ceFjjV61ayfHHT6CsrHyfRyaTobi4eJ9t1dXV/Pa3v+Lqq69j0KDB7Ny5g1GjKpkz53NMnjyFadNO4g1veBOPPfYXgA7nS5IkSX06BAwePJgLLriIP/7x9/ts37BhPU899QSXXvp6IHsK0dve9sb9HmPTphrWr1/Haaed2bpt8uQpDBkylCeeePywxu8NAZ3xzW/+KzNmvIrTTjsdgIEDB/GFL3yZcePGA7BmzfPceecdnHXWKzo1X5IkSerTpwMBvPa1r+Oaaz69zylBv//93UyYMImpU6cBcMUVn6KhYf+ne1VXVwNQUTFyn+3Z37K/eFjjV69eQf/+A/jgB9/Hiy9uJGI6n/jEVa1f7Pd68skneOyxv/CDH+x72tBec+ZcwQMP3M/o0WO4/PKPvmx/R/MlSZKUn/p0JwDgla88n8GDB+9zStDvf383l176utbngwcPprS0dL/z9+zZDUBJSfE+20tKiqmvrz+s8atXr2bnzp187GNX8uUvf5VMBj72sX9k27Z9L0H785/fzitfef4BuwYf+tDH+fd//w7l5RVceeVHaWxsPKT5kiRJyk99PgQUFRXx6lfP4p57sqcErVq1klWrVjJr1suvzrM//fr1A6C+ft9OQX19A/379z+s8T//+W/5t3+bz2mnnc7JJ5/CF794I42NDSxc+IfW8Q0NDdx770IuvfTAV/OZPHkKp556OtdffzPPPbeahx9+8JDmS5IkKT/1+RAA2VOCHn30YbZu3cLvfncXZ5xxNiNHjurU3L2n9WzaVLPP9k2bal52yk9nx/fv35+SkpLWff369Wf06DG8+OILrdsef/wxmpqaOO+8C/Y5zt730Nz80uVRy8rKGTp0GHV1tR3OlyRJkvIiBEyffjJjxozl/vsX8ac/3bPPqUAdKSsrZ8yYsfz1r4tbt61YsZzt27dx0kmnHvL46uoXee1rL9ln/86dO1iz5nkmTJjYuu2pp54gIhg4cOA+x9+2bRvXXXcNTz65pHXbhg3rqaur7dR8SZIkqc8vDN5r1qwqbr/9f3jxxReYMePV++zbvn07DQ0NB1wX8La3vYvvfvdbVFaOZsSIMr7yleuZOfM1VFZW7nd+R+NPPHEqt946l0996nP069eP//iPbzBiRBmXXPKq1tdcvvxZJk6c/LJaxo4dx/nnX8jXvnYTn/3s5wG45ZabOeec85g+/eQO50uSJEl5EwJe+9rX8d3vzmfWrCoGDBiwz75/+Zevsnjxo/z0p7/e79y3v/1dbNlSxw03fIHGxkbOP/8iPvnJzxxwfkfjv/jFm/jGN27lM5+5kt27d3H22edwyy1f3+eeBbW1m192taC9Pv/5L/H1r89jzpwraGho4KKLZnDFFZ/aZ8zB5kuSJCm/ZVpaWnq6hkN1IbCotnYHjY3NHQ6WJEmSDlVRUQGlpYMALgLu6+FyulxerAmQJEmS9BJDgCRJkpRnDAGSJElSnjEESJIkSXnGECBJkiTlGUOAJEmSlGcMAZIkSVKeyZubhUmHq7m5ma997SaWL3+W4uJiPvvZz+9zI7bf/e4ufvKT/6GwsJDJk6fwyU9+FuCgcyRJknqSnQCpA4sWLaS+vp7587/Hhz70cb7+9Xmt+/bs2c23v/1N/u3f5vOtb93G9u3b+fOfFx10jiRJUk8zBEgdWLLkcc499zwATj75FJYte7p1X3FxCd/61m30798fgKamJkpK+h10jiRJUk8zBEgd2LFjB4MGDW59XlBQQGNjY+vPI0aUAfDTn/6IXbt28YpXnHvQOZIkST3NNQFSBwYNGsTOnTtbn7e0tFBU9NL/Os3Nzfz7v/8ra9Y8x5e//BUymUyHcyRJknqSnQCpA6ecchoPPng/AE8++QSTJk3ZZ//cuTdQX7+HG2/8WutpQR3NkSRJ6kmZlpaWnq7hUF0ILKqt3UFjY3NP16I8sPfqQCtWLKelpYXPfe5aUlrGrl07mTp1Opdd9l5OO+2M1vFvf/u7ueiiS1425/jjJ/Tcm5AkSYekqKiA0tJBABcB9/VwOV3OECBJkiS1c6ghICIuA64AtgHvSSmtbrfvMmAM8M8ppe/ntn8eeCewHnhXSmlzREwEfggMBuallG7rwrfVytOBJEmSpCMQERXAHOAc4EvALW32lQAjgAuA84B5ETEkIk4HLgVOBX4OXJObMg+4DjgX+ExElHdHzXYCpA50dLOwH/3oB9xxx68YPnw4AJ/+9OcYM2YcN954HRs2bKChoZ73ve8fuPDCS3roHUiSpEN1KJ2AiPgb4JyU0hURUQBsACpTSi/7oh0Ri4G3Ae8CdqaU5kVEGfAAEMDGvXMj4t+AB1JKP+zK9wZeHUjq0KJFL93468knn+DrX5/HTTe1BnyeeSZxzTXXMXXqtNZtv/nNrxg6dDif//yX2LKljve//28MAZIk9UJ33nln5ezZsye021yXUqpr83w02S/+pJSaI6IWKANq2k6KiGFABbA6N+e+3JxNETEiN6e2TXhYR/YUoi5nCJA60NGNv1J6mh/84Hts2rSJ88+/kPe+9/3MnPkaZs58deuYwkL/V5MkqTeaO3fu7fvZfB3whYNMywD7O2XlamB+SqkpIjrz8gc6zhFzTYDUgY5u/PW6S2Zy1av+D/P+6fMsWbKY++9fxMCBAxk4cBA7d+7gmms+wwc/+OGeKF2SJB2hOXPmvB2Y2O5xa7th64GxALnTgUqB2rYDIuL1wMXATfuZUw5syj1Kc8cgt39Dl76hHH89KXXgYDf+amlp4Q3nnk/DD25jOzC7pIQXFv6ePUOHUDeslM9ddw1vecvbmDXr0h6qXpIkHYmqqqqNVVVVqzsYtgC4NiIGAjOBRcCVEbEupfTjiLiI7Jf/16aUGnJz7gDmR8Q8slcIuiO3DuB+4NKIWAjMAq7t+ndlJ0Dq0MFu/LVjxw7ef901DPjU1Qx6+3t4rrGRsTu2se2/vgv/OpcvTA1eNWgQjRvW0wsX4UuSpE5IKdUANwMPkT3l55PABGBsbtHvb4F+wB0RsTgirkwpLQF+AywB3gRcnzvcVWSvFPQQcGNKaVN31OzVgaQOHOxmYW9601u5667f8NOf/pji4mLOPvscPvD3l/E/X72RhvQ0Z5UOp7Igm7UzQ4dRMu0kSmI6xScEBbm7C0uSpGOPNws79hgC1Ks0bamjIT1N/dNP0fBsomXPbigspHjCJIqnnkTJ1OkUjqokk8n0dKmSJCnHEHDsMQSo12ppaqJx9Urqly2lftlSmjauB6BgeCklU6dnQ8GUE8n069fDlUqSlN8MAcceQ4D6jKa6WhrSUuqfXkrD8kTLnj1QWETxxEmUTD2J4qnTKRw5yi6BJElHmSHg2GMIUJ/U0thIw+qVNOztEryQvSJYQekISqZOz4aCKSeQKbFLIElSdzMEHHsMAcoLTbWbqV+2NBsKlieor892CSZNoWTadIpjOoUVI+0SSJLUDQwBxx5DgPJOS2MDDatWUr/sKRqWPU3TixsBKBhRTsnUadn1BJNPJFNS0sOVSpLUNxgCjj2GAOW9ps2bWhcXNyx/BhrqoaiI4kknUDJtOiW5LoEkSTo8hoBjT4+FgGGlAykpKjyqryl1pLm+np3PPMOOJUvYvmQJ9RuzXYLiUaMYfMopDD71VAZOnUqBXYIeU9/YxJbanR0PlCQdM/p6CCjq6QJ6k5KiQubd+3RPlyHtRyGMOwPGncGArXVUrF1J+doVlP1xIbW//z1NhUVsHn0c1eMmUT1uEruGlvZ0wXnlyoun9XQJkiTtwxAg9TG7hg7n+eln8vz0MylobGDExjWUr11JxdqVTH/w9wDsGFpK9bhJ1IybxObK42gu8qNAkqR84r/8Uh/WXFRMTe7L/jJg4Nba1kAwPv2VCUsfpamwiE1jjm8NBbuGDO/psiVJUjczBEh5ZOfQUp6ffhbPTz8r2yXY8DwVuVAwcs0KALYPG0FN7rShzZXjaSn0Y0KSpL7Gf92lPNVcVEzN+MnUjJ/M0y0tDNxam1tLsJLxyxYz4am/0FhUzObRx1M9PhsKdg8e1tNlS+qFmpub+drXbmL58mcpLi7ms5/9POPGjX/ZuJtv/jJDhw7lwx/+OI2NjVx//bVs3LiBgoICPvOZazj++AlHv3ipj+rWEBARlwFXANuA96SUVrfZdyPwDmBrbtPMlFJdd9Yj6QAyGXYOG8Fzw0bw3ElnU9hQn11LsGZFrkuwHIDtw8taFxfXjhpPS6FXy5LUsUWLFlJfX8/8+d/jySef4Otfn8dNN92yz5hf/OJ/WblyOaeffiYADzxwH01NTXzrW7fxyCMP8h//8Q2+/OW5R794qY/qthAQERXAHOB0YAZwC/DWNkOGAR9IKf2pu2qQdHiaikuoHj+Z6lyXYNCWza1rCY5f+hgTn3yExqKSfdYS7B48tKfLlnSMWrLkcc499zwATj75FJYt2/dKe08+uYSlS5/kTW96K889txqA8eOPp6mpiebmZnbs2EGRFzCQulR3/h81C7grpbQrIu4Gvh8RmZTS3hsTDAPqDnaAiBgODG+7bf78+ZUzZszo8mIlHUAmw47hZewYXsZzJ78i2yXY8DwVa7NdglHPPwvAtuHlVI/PBoLakePsEkhqtWPHDgYNGtz6vKCggMbGRoqKiqipqeG22/6DG274Kvfc87vWMQMGDGDjxvW85z1vY8uWOr7ylXk9UbrUZ3VnCBgNbABIKTVHRC1QBtTk9g8D5kbEOOCHKaXr93OM2cC1bTfMnz+fGTNm7L15g6SjrKm4hOrjplB93BRoaWFQ3abWtQQTnvoLk554mMbiEmrGTKBm3ESqx01izyC7BBUVQ3q6BKnHlJeXUlTU3Pr/QSYDo0dn71dy550/Z8eObXzuc1dRXV3N7t27OfnkqaSUmDHjEj75yU+yYcMG3ve+9/HrX/+afv369eRbkfqMo9lbywBtb/H7KWAz0A9YGBELU0rt78Z2K/D9thsuv/zys4Hbe+KOwf4jLrWTybCjtJwdpeWsPuUcChv2ULY+2yUoX7uSyueeAWBbaUXrWoK6UWNpKci/LkF19baeLkHqMVOmTGPBgj/wildcxJNPPsGECZNb/5+oqnoLVVVvAeC3v/01zz23mosu+j+sWPEcmUwR1dXbaGgoZM+eel54YQsDBgzoybeiPNLmjsF9UneGgPXAeQARUQCUArV7d6aUlu39OSIWAFNpd0vm3ELhunbHHdct1Uo6Yk3F/Xjx+BN48fgToKWFwXU1rWsJJjz5CJOeeIiG4hI2jZ3QupZgz0DDtdTXXXzxTB555CE+9KEP0NLSwuc+dy0LFtzFrl07edOb3rrfOe94x3u48cYv8pGPXEZDQwP/+I8fNQBIXSjT0tLS8ajDEBHlwP3AGcBM4AO55+uABcAlKaVfRMQI4BHgbSmlxZ049IXAop7qBMy79+mOB0p6mcL6PZStf651LUH/ndsB2DpiZGsgqBs5lpaCgh6utOtdefE0OwGS1Mu06QRcRLtfVPcF3dYJSCnVRMTNwEPkLhEKXJXbvQu4JCKuBkYCt3QyAEjqpZpK+vHihBN5ccKJ2S5BbU1rIJj4xENMXvIgDSX9cmsJ9nYJBnd8YEmSdMi6dU1ASuk24LY2mz7R5ucru/O1JR3DMhm2j6hg+4gKVp36Sorq91C2fjUVa1ZQvnYVo1cnALaUjWq9e/GWijF9sksgSVJP8KK7knpcY0k/XpgQvDAhoKWFIZurWxcXT1zyIJP/+gD1Jf33WUtQP6DvLtaSJKm7GQIkHVsyGbaVjWRb2UhWnnYeRXt2Z7sEucuQjl6VvabAlrLK1vsS1JWPBrsEkiR1miFA0jGtsV9/Xpg4lRcmTs11CV6kYk12LcHkvz7AlMf/TH2//tSMnZg9dWjsJBoGDOzpsiVJOqYZAiT1HpkM28pGsa1sFCtPP5/iPbsoW/dSl2DMyqdpAbaUj35pLUF5pV0CSZLaMQRI6rUa+g1g46RpbJw0DVpaGLrphda1BJMfv58pj99Pfb8BrXcurhk7kYb+dgl60rDSgZQU5d/N4iQdmfrGJrbU7uzpMvoUQ4CkviGTYWt5JVvLK1lx+gUU795F+bpVlK9dSfm6VYxZsTTbJagYTfW4yVSPm8TW8krIZHq68rxSUlTo/VYkHbIrL57W0yX0OYYASX1SQ/8BbJg8nQ2Tp2e7BDUbW+9LMGXxfZyw+D729B/YupYg2yXwbqSSpMMTEZcBV5C7P1ZKaXWbfecCtwL9U0pn5LbNBV6TG9IfGJhSOj4ibgTeAWzN7ZuZUqrr6noNAZL6vkyGrRWj2VoxmhVnXEjxrp2Ur19FxdqVVKxdydgVT9GSyVCX6xLUjJvE1rJRdgkkSZ0SERXAHOB0YAZwC/DWNkNWAjcAX9y7IaU0p838LwLP5J4OAz6QUvpTd9ZsCJCUdxoGDGTD5JPYMPkkaG5mWK5LUL52FSc+togTH1vEngGDqBn70lqCxn79e7psSdKxaxZwV0ppV0TcDXw/IjIppRaAlFJ1RCzZ38SIGAXMSCn9c27TMKCuuws2BEjKbwUFbBk5hi0jx7D8zIso2bWjdS1BxZrljF3+ZK5LMIbq8dm1BNtGjLRLIEl54s4776ycPXv2hHab69qdojMa2ACQUmqOiFqgDKjpxEu8F/hBm+fDgLkRMQ74YUrp+sOt/WAMAZLURv2AQayfcjLrp5wMzc0Mr9lA+ZoVVKxdxYmP3suJj97L7gGDWi9BumnMBLsEktSHzZ079/b9bL4O+MJBpmWA5k6+xBuBv2vz/FPAZqAfsDAiFqaU7uvksTrNECBJB1JQQN3IsdSNHMvysy6mZOd2ytdl1xKMeu4Zxj37BM2ZDHUjx+ZCwWS2jaiwSyBJfcicOXPePnv27L+021zX7vl64DyAiCgASoHaTr7EJOD5vU9SSsv2/hwRC4CpgCFAknpK/cDBrD/hFNafcAqZ5maGVa+nYs1KytetfKlLMHBwdh3B3i5BSb+eLluSdASqqqo2VlVVre5g2ALg2ogYCMwEFgFXRsS6lNKPDzQpIoYA9XvXDkREKXBJSukXETGC7FqD/+iK99GeIUCSDkNLQQF1o8ZRN2ocz559Mf12bs/ek2DtSipXJ8Y/s4TmTAF1o8ZSs+2VNI6fQmHlaDJ2CSSpz0kp1UTEzcBD5C4RCly1d39EfBs4H5gYEYuBj6aU/gwMBna1OdQu4JKIuBoYCdySUlrcHTVnWlpauuO43elCYFFt7Q4aGzt7qlXXqKgY4k1uJHUo09zE8BfXU5ELBUM3vwhAwbDhFE+dTklMp/iEoKB//q0l8HNU0uG48uJpVFdvO6qvWVRUQGnpIICL6IbTcXqanQBJ6mItBYXUVo6ntnI8z5x9CR87pZKNf36E+mVLqX/8MfY89GcoLKR4wqRsKJh6EoWjKu0SSJKOGkOAJHWz4tJS+p9zHv3POY+WpiYaV6/MBoJlS9n5m1+y8ze/pGB4KSVTp1Mc0yk5Icj0cy2BJKn7GAIk6SjKFBZSPPkEiiefwKDXv4mmuloaUjYQ7Fn8KLsfvD/bJZg4+aUuwchRdgkkSV3KECBJPahweCmF515A/3MvoKWxkYbVK2nY2yW44xfsvOMXFJSOyHYJpk6nZMqJZLzikCTpCBkCJOkYkSkqomTKiZRMOZFBb3gzTbWbqV+2lIa0lN2PPszuB+6DwiKKJ02hZOo0iqeeRGHFSLsEkqRDZgiQpGNUYekIBpx3IQPOu5CWxgYaVr3UJdjx65/Dr39OwYgySqZOz3YKJp9IpqSkp8uWJPUChgBJ6gUyRcWUnBCUnBAMeuNbaNq86aUuwSMPsfvPi6CoiOJJJ7SGgsKKkT1dtiTpGGUIkKReqHBEGQPOv4gB519ES0MDDatWZEPBsqfY8av/Zcev/peCsvI2XYITyBTbJZAkZRkCJKmXyxQXU3LiVEpOnAr/9600barJXoI0LWX3ww+w+/57oaiY4iknUBK5LkF5RU+XLUnqQYYASepjCsvKGXDBxQy44OJsl2Dl8tx9CZ5ix7KfsuOXUFBekesSnETxpClkiot7umxJ0lFkCJCkPixTXExJTKMkpsGb/h9NNdUvdQke/DO77/sTFBdTPOXEl7oEZeU9XbYkqZsZAiQpjxSWVzDgwksYcOEltDTU07DiWeqXPZ3tEjz9FDuAwoqRrTcqK540mUyRXQJJ6msMAZKUpzLFJZRMPYmSqScBb6Op+sXcaUNL2f3AfexetBCKSyg54USK93YJRpT1cNWSpK5gCJAkAdkOwICKkQy4aAYt9fU0rHimNRTUL30y2yUYWUnx1GnZLsHESXYJJKmXMgRIkl4mU1JCybSTKZl2Mi0tLTRVv0hDWkr900vZff8idt/7RygpoeSEeKlLUDqip8uWJHWSIUCSdFCZTIaikaMoGjmKARfNpKV+D/XLn2m9e3H9U09kuwSjRmfvSTB1OsUTJpEp8p8YSTpW+QktSTokmZJ+9Jt+Cv2mn5LtErz4Qi4QPMWu+xay609/INOvH8UnRDYUxHQKh5f2dNmSpDYMAZKkw5bJZCgaVUnRqEoGXPIqmnfvpmH5M9lTh5Ytpf7JJQAUVo6hZOp0Br7ybDLNTbQUFPZw5ZKU3wwBkqQuU9C/P/1OPpV+J5+a7RK8sJH6ZUtpWPYUu+69h+cX/p5XFZewacwEqsdPombsJPYMGtLTZUtS3jEESJK6RSaToahyNEWVo2HGq2nevYsBL67hwbvvpXzdSiqfewaArSNGUjNuEtXjJlE3ciwtBQU9XLkk9X2GAEnSUVHQfwBDzzqLp3YMhJYWBtfWULF2JRVrVzDhiYeZtORBGkr6ZbsE4yZRM24SewYO7umyJalPMgRIko6+TIbtIyrYPqKCVaeeS1H9HsrWr6Z87Uoq1q6kcnUCYEvZKGrGTqJ6/CS2VIyxSyBJXcQQIEnqcY0l/XhhQvDChICWFoZsrs4FghVMfOJBJi95gIaSftSMndjaJagfMKiny5akXssQIEk6tmQybCsbybaykaw67ZUU7dlN2frVVKxdSfnalYxetQyALWWVVI+bSM34ydSVjwa7BJLUaYYASdIxrbFff16YOJUXJk7NdQlezK4lWLOCyUseZMpfH6C+X382jZmYu+LQRLsEktQBQ4AkqffIZNhWNoptZaNYedp5FO/ZRdm6XJdg3SpGr3qaFmBL+WhqxmVPHdpil0CSXsYQIEnqtRr6DWDjpGlsnDQNWloYuumF1rUEk//6AFMe/zP1/QZk1xLkugQN/Qf2dNmS1OMMAZKkviGTYWt5JVvLK1l5+vkU795F2fpVVKzJdgnGrFya7RJUjG5dXLylfDRkMj1duSQddYYASVKf1NB/ABsnTWfjpOnZLkHNxtb7EkxZfD8nLL6fPf0HUjN2IjXj9nYJBvR02ZJ6qYi4DLgC2Aa8J6W0us2+c4Fbgf4ppTNy2/oBm4FncsN+nFK6KSImAj8EBgPzUkq3dUe9hgBJUt+XybC1YjRbK0az4owLKN69k/J1q6lYu4KKdSsZu+IpWjIZ6ipGt969eGtZpV0CSZ0SERXAHOB0YAZwC/DWNkNWAjcAX2yzbRjwcEppZrvDzQOuA+4FFkfEr1JKNV1dc7eGgIMlojZjfgZsSSm9vztrkSRpr4b+A9kweTobJk+H5maG5boE5WtXMuWx+zjhsfuyXYJcIKgZO5HGfv17umxJx65ZwF0ppV0RcTfw/YjIpJRaAFJK1RGxpN2cYUBd2w0RkQHOA96SUmqJiAW5Y/+wqwvuthDQiURERLwamAg83l11SJJ0UAUFbBk5hi0jx7D8zAsp3rWT8nWrsl2CNcsZu/zJXJdgTOtagq1lo+wSSHnizjvvrJw9e/aEdpvrUkp1bZ6PBjYApJSaI6IWKAMO9hv8YcCpEfEIsBX4aG587d7wAKwDxhzxm9iP7uwEHDQRRUQh8GXgq8BrurEOSZI6rWHAQDZMOYkNU06C5maG12zIXnFozUpOfGwRJz62iN0DBuUuQTqZTWMm2CWQ+rC5c+fevp/N1wFfOMi0DNDcwaGXAO8GFgNXAV8H3nUYxzks3RkCOkpEHwZ+Aaw90AEiYjgwvO22+fPnV86YMaPLi5Uk6WUKCqgbOZa6kWNZfuZFlOzaQfnabJdg5HPLGffskzRnMtSNHNt66tC2ESPtEkh9yJw5c94+e/bsv7TbXNfu+Xqyp/EQEQVAKVB7sOOmlOqBh3Nzvg98HNgElEZEQUqpGRgL3H+Eb2G/jubC4NYkExEjgL8BLiH3F3YAs4Fr226YP38+M2bMoLTUu0FK6j0qKob0dAnqAvUDBrH+hJNZf8LJZJqbGVa9vnUtwYmP3suJj97L7oGDc/clyHUJSvr1dNlSn9BTn6NVVVUbq6qqVncwbAFwbUQMBGYCi4ArI2JdSunH+5sQEW8E/pxS2kS2I/CX3DqA+4FLI2Ih2TNrrt3f/CPVnSHgYInojWR/w/8nYChQERGfTil9pd0xbgW+33bD5ZdffjZwe23tDhobu6U7ckD+Iy7pcFVXb+vpEo4JfelztKWggLpR46gbNY5nz7qYfju3U75uFeVrVjDquWcY9+wTNGcKqBs1lupcl2B7aYVdAukwHe3P0aKigk7/0jmlVBMRNwMPkbsgDtlTfACIiG8D5wMTI2Ix2fP/64D/jYhKsmfPvC83/CqyC4FvBm7MhYQul2lpael41GGIiHKy7YszyCaiD+Se75OIIuIS4O8P4epAFwKLeioEzLv36aP6mpJ6vysvnmYIyMmXz9FMczPDX1yXu3vxSoZufhGA3QMH5wLBZDaNOZ4muwRSp/TE52ibEHARcN9RffGjoNs6AR0lIkmS+qqWggJqK8dTWzmeZ8++hH47t7WuJahctYzxzyyhOVNA7ahxVI/PXnFo+/ByuwSSjppuXROQu8NZ27ucfWI/Y/5E9rQgSZL6pD0Dh7DuxFNZd+KpZJqbGP7Cuta1BFMfWQiPLGTXoCG5xcW5LkFxSU+XLakP847BkiQdRS0FhdSOPo7a0cfxzCtm0G/HVirWrqJ87UpGr3ya8emvNBcUUDtqfOtagh3Dy+wSSOpShgBJknrQnkFDWRunsTZOI9PUROmLa1vXEkx95I9MfeSP7Bo8tHUtwebRx9klkHTEDAGSJB0jWgoL2Tz6eDaPPp5nXjGT/tu3tgaCMcuf4rhlj9NcUMjmynFUj5tMzbhJ7Bg2wi6BpENmCJAk6Ri1e/BQ1k49nbVTTyfT1EjpC2tb1xJMe/geePgedg4eRvW47OJiuwSSOssQIElSL9BSWMTmMRPYPGYC6ZxX0X/7FirWrqRizUrGLn+S45ctpqmwkNrK8VSPm0z1uEnsHFpql0DSfhkCJEnqhXYPHsaaqWewZuoZZJoaGbFxLRVrV2S7BA/9gWkP/YEdQ4bnrjiU7RI0FxX3SK0tzc0s+u/5bFq7moKiIma872MMGzl6nzENe/Zwx7xrmfG+j1E6ehzNzU386b/+nbqN6ygoKGDG33/8ZXMkHT5DgCRJvVxLYRGbxk5g09gJcO6rGbCtrnUtwbhnlnD804/RVFjE5srxVI/PriXYObT0qNW36vGHaGyo5y3/dDMvrEg88JPvcenHPte6/8XVy1n0g2+yvfalG6M+99dHAHjLZ29iXXriZXMkHRlDgCRJfcyuIcNZM+1M1kw7k4LGRkpfWEPFmhVUrF3F9Ad/D8COoaUvrSWoHN+tXYKNzz7NcSefCcCoycGLzy3fZ39TYwOv/chn+cN3b23dNvGMV3L8qa8AYPumagYMHdZt9Un5yBAgSVIf1lxUxKaxE9k0diLLgAFba7NrCdauZHz6KxOWPkpTYRGbRh9HTW4twa6hw7u0hvrdOykZMLD1eUFBAc1NTRQUFgIwesq0/c4rKCzkntv+hVWLH2TWhz7dpTVJ+c4QIElSHtk1tJTnp5/F89PPoqCxgREb17RecWjkg78DYMfQEVSPz64lqB01nuaiI/u6UNJ/IPW7d7U+b2luaQ0AHXnVB65g55a/42c3fJp3fvHfKO7X/4hqkZRlCJAkKU81FxVTkzslCGDgls2tgWD8ssVMeOovNBYVs3n0ca33Jdg15NBPy6mcMpXVf32EKa+4kBdWJEaMO77DOc888Ee2127izNe9jaKSfmQyGTIFBYf82pL2zxAgSZIA2DlsBM8NG8FzJ52d7RJseL711KGRa1YAsH3YiNZAsLlyHC2FHX+VmHjGK1m79K/8/KbPQAvM+PuP8+xDf6Jhz26mX/za/c858zz++L1/5Zdf+RzNTU2c/65/oMh7IEhdxhAgSZJeprmomJrxk6kZP5mnW1oYtHVz6xWHjn/6MSY+9QiNRcVsGnN861qC3YOH7vdYmYICLn7vh/fZVjp63MvGvWnOl1t/Lu7X33UAUjcyBEiSpIPLZNgxrIwdw8p47qRXUNhQ39olKF+7klHPZ6/2s214WWsgqB01jpZOnvcv6egzBEiSpEPSVFxC9XFTqD5uCrS0MGjLptZAcPzSvzDxyYdpLCph05jjWxcY7xm0/y6BpJ5hCJAkSYcvk2HH8HJ2DC9n9cnn5LoEz1GxJnvq0KjnnwVgW2l561qC2lFjaSmwSyD1JEOAJEnqMtkuwQlUH3cCtLQwuK4mt5ZgFROeeoRJTzxEQ3EJm8ZMoHr8JGrGTmLPoCE9XbaUdwwBkiSpe2QybC+tYHtpBatPOZfChj2Urc92CcrXraTyuWcA2FpawQsTgxWnngdeBlQ6KgwBkiTpqGgq7seLx5/Ii8efmO0S1Na0riUYl/7K81PPoKH/wI4PJOmIGQIkSdLRl8mwfUQF20dUsOrUc3u6Ginv2HOTJEmS8owhQJIkScozhgBJkiQpzxgCJEmSpDxjCJAkSZLyjCFAkiRJyjNeIlSSJEk6QhFxGXAFsA14T0ppdZt95wK3Av1TSmfkto0C5gPTgOeAd6eUNkXEjcA7gK256TNTSnVdXa+dAEmSJOkIREQFMAc4B/gScEu7ISuBG9ptOwf4IjAVeBq4Krd9GPCBlNIZuUddd9RsCJAkSZIO4M4776yMiAntHsPbDZsF3JVS2gXcDVwQEZm9O1NK1cCSthNSSr9OKT2WUmoB7gGOy+0aBtR109tpZQiQJEmSDmDu3Lm3A6vaPWa3GzYa2ACQUmoGaoGyQ3iZc4HFuZ+HAXMjYmlEXHP4lR+cIUCSJEk6gDlz5rwdmNjucWsH0zJAc2eOHxGVwLuB7+Y2fQr4W+C1wPsj4sJDr7pjLgyWJEmSDqCqqmpjVVXV6g6GrQfOA4iIAqCUbDfgoCKiGLgduCqltAUgpbSszf4FZNcM3HdYxR+EnQBJkiTpyCwAZkXEQKAKWARcGRHvPNCEiCgCfgT8NqX089y20oh4c+7nEWTXGjzaHQXbCZAkSZKOQEqpJiJuBh4id4lQXrraDxHxbeB8YGJELAY+CrwReD0wJiLekRt6PnBJRFwNjARuSSktphsYAiRJkqQjlFK6DbitzaZPtNn3wf1M+TPwT/vZfuWhvG5EnAmMTyn9Mve8f0ppd0fzPB1IkiRJ6oVyNxb7OHBT7vk44CedmWsIkCRJknqnN6WU3g/sAkgprQXGdWaiIUCSJEnqnXZExEigBSAiLgHqOzPRNQGSJElS7/Qh4NfA5Ih4FigE3taZiYYASZIkqRdKKT0aEecDJ5I9wycBTZ2ZawiQJEmSeqGIWJBSmgU83Wbbn4BLOprbqRAQEUOBK4CzyC48uAe4LaXUqaQhSZIkqWtExDnAK4GpEfHxNrvGAaM7c4zOdgJ+RDZh/DvQCLwfeAXwj52uVpIkSVJX2AU0kP0uX9pm+zPAzM4coLMhoDKl9Lo2z++JiCc6OVeSJElSF0kpPQE8ERFLU0p/OpxjdDYE/DkiTk0pLQGIiErg8cN5QUmSJEld4qmIeD9wLlC8d2NK6R86mtjZEHApcFlE7AAyQD+gJSI2Ay0ppbJDr1mSJEnSEbgD+CNwAvAvwNlkTxPqUKdCQEppyuFUFRGXkV1QvA14T0ppdW57AfAF4PW5Qr+TUvrO4byGJEmSlKcGpJT+KSJuBhanlH4VEfcAX+poYqfvGBwRZ0bEZyLinyLirE6MrwDmAOfkCrll776UUjNwT0rpLOCNwFcjorCztUiSJEnimYiYQvYiPt+MiI8AwzszsVMhICI+BHwfGAQMBL6X23Yws4C7Ukq7gLuBCyIis3dnSmlh7scTgKf2d7nRiBgeERPaPhYuXFjZmZolSZKkPm42sDGltBj4NnAc8LedmdjZNQEfBs5JKe0GiIgbgAeBbx1kzmhgA2R/8x8RtUAZULN3QEQsASaSPX9pf2YD17bdMH/+fGbMmEFp6aBOli5JPa+iYkhPlyBJvZqfo/v16ZTSFQAppV8Cv+zsxEO5Y3DBAX7urAzQ3HZDSunU3M0Ofp67+lBjuzm3ku1AtLr88svPBm6vrd1BY2MzR5P/8Uk6XNXV23q6hGOCn6OSDtfR/hwtKiroDb90HhMRU1JKyw91YmdDwFzg8Yj4be55FR0vOFgPnAetC4FLgdr2g1JKD0dEInvXs/va7asD6tpNGdfJmiVJkqS+bBPwWG4xcOup9Sml/9fRxM5eHegHEfEw8Gqyv9H/VkppWQfTFgDXRsRAsncuWwRcGRHrgMeAGcB3gHLgAuDKztQiSZIkCYAf5h6HrFMhICLuSyldSPZWxJ2SUqrJXa7oIXKXCAWuyu3+JXAasJjsCuZr9l4+VJIkSVLHUkr3Hu7czp4O9MeI+JuU0n8fysFTSrcBt7XZ9Ik2P3/sUI4lSZIkCfbesBcoIXuWzp7croHA8yml6OgYnQ0Brwc+GxHfIHu+UQbvFCxJkiQddSmlEQAR8UPgypTSC7nn09n3l+4H1Nmr/JwL/APwn2SvQfpOA4AkSZLUo07ZGwAAUkpLyV5sp0Od7QR8D+hPdrFvI/C5iLg4pfT5Q61UkiRJUpd4MCJ+Cvw30AC8CXiuMxM7GwJOTSmduvdJRPwX8FfAECBJkiT1jA8DHyR7AZ5ishfk6dQVNzsbAv4aEcenlPYmiwEcwpWCJEmSJHWt3I12v5l7HJLOhoDJZNsN63PPRwAFEfForoCzDvWFJUmSJB2+iHgL2d/8n0n2CkEDgFUppZM6mtvZEPCuwy9PkiRJUje4FZgFfBq4DJgOfKAzEzt7x+DnD7cySZIkqa+LiMuAK8jdJLftjXAj4lyyX9j7p5TOaLP988A7gfXAu1JKmyNiItm7AA8G5uXuu3Ug61JKKSKWADNTSvdExMzO1NvZS4RKkiRJ2o+IqADmAOcAXwJuaTdkJXBDuzmnA5cCpwI/B67J7ZoHXEf2Ev2fiYjyg7z0nRFxBvBfwNci4mHgqc7UbAiQJEmSjsws4K6U0i7gbuCCiMjs3ZlSqgaWtJvzeuCnKaVm4CfAG3JzzgPuTintJHt5/lkHed2bgJOBLwB/AP6/lNJ7O1OwIUCSJEk6gDvvvLMyIia0ewxvN2w0sAEg96W+Fujoxrpt52wie+GdMqA2pdSSG7MOGHOQY3wPeDPZ3/4vBd4aEV/szPvq7MJgSZIkKe/MnTv39v1svo7sb98PJAM0d8HLd3Sc/d3L63Hgnzs6sJ0ASZIk6QDmzJnzdmBiu8et7YatB8YCREQBUEq2G3AwbeeUA5tyj9LcMcjt33CQY/wlIo5r87zT9/KyEyBJkiQdQFVV1caqqqrVHQxbAFwbEQOBmcAi4MqIWJdS+vEB5twBzI+IeWSvEHRHSqklIu4HLo2IhWTXA1zbfmJEPAa0AEOBh9rdy+uFzrwvQ4AkSZJ0BFJKNRFxM/AQuUuEAlft3R8R3wbOByZGxGLgoymlP0fEb8guGF5PNgiQm/dD4Gbgxtx6gfbefKQ1GwIkSZKkI5S7nn/ba/p/os2+Dx5gzvXA9e22rSYbGA72Wkd8Dy/XBEiSJEl5xhAgSZIk5RlDgCRJkpRnDAGSJElSnjEESJIkSXnGECBJkiTlGUOAJEmSlGcMAZIkSVKeMQRIkiRJecYQIEmSJOUZQ4AkSZKUZwwBkiRJUp4xBEiSJEl5xhAgSZIk5RlDgCRJkpRnDAGSJElSnjEESJIkSXnGECBJkiTlGUOAJEmSlGcMAZIkSVKeMQRIkiRJecYQIEmSJOUZQ4AkSZKUZwwBkiRJUp4xBEiSJEl5xhAgSZIk5RlDgCRJkpRnDAGSJElSninq6QIkSZKk3i4iLgOuALYB70kprW6zbyLwQ2AwMC+ldFtEzAVekxvSHxiYUjo+Im4E3gFsze2bmVKq6+p6uzUEdPCXcRlwGTAG+OeU0ve7sxZJkiSpO0REBTAHOB2YAdwCvLXNkHnAdcC9wOKI+FVKaU6b+V8Ensk9HQZ8IKX0p+6sudtOB2rzl3EO8CWyfxl795UAI4ALgPOAeRExpLtqkSRJkrrRLOCulNIu4G7ggojIAOT+PA+4O6W0E1iQG09u/yhgRkrpB7lNw4C67i64O9cEHPAvI6VUn1L6SkqpKaW0DlgNjOzGWiRJkqRDduedd1ZGxIR2j+Htho0GNgCklJqBWqAst68MqE0pteSeryN7Jsxe7wV+0Ob5MGBuRCyNiGu6+O206s7Tgfb5y4iIvX8ZNW0HRcQwoIJsEKDdvuHA8Lbb5s+fXzljxozuqFeSJEnax9y5c2/fz+brgC8cZFoGaO7kvjcCf9fm+aeAzUA/YGFELEwp3dfpgjvpaC4MPtBfxtXA/JRS0372zQaubbth/vz5zJgxg9LSQV1foSR1k4oKz3iUpCPRU5+jc+bMefvs2bP/0m5zXbvn68me8kNEFAClZLsBAJuA0ogoyHUJxgL3t5k7CXh+75OU0rK9P0fEAmAq0KtCwMH+Mshtfz1wMXDRAY5xK/D9thsuv/zys4Hba2t30Nh4oIDVPfxHXNLhqq7e1tMlHBP8HJV0uI7252hRUQGlpYOoqqraWFVVtbqD4QuAayNiIDATWARcGRHrUko/joj7gUsjYiHZU+avBcitia3fe6pQRJQCl6SUfhERI3Jj/6Nb3l93HDSno7+Mi4CbgNemlBr2d4Dc5ZDq2m0e130lS5IkSYcmpVQTETcDD5G7KiZwVZshV5G9ROjNwI0ppU257YOBXW3G7QIuiYirya6XvSWltLg7au62EHCwv4yIKAN+S3bNwB25BcP/lVKa1131SJIkSd0lpXQbcFubTZ9os281cP5+5mwATm7zfDdwZfdV+ZJuXRNwsL8MwJ6wJEmS1AO68xKhkiRJko5BhgBJkiQpzxgCJEmSpDxjCJAkSZLyjCFAkiRJyjOGAEmSJCnPGAIkSZKkPGMIkCRJkvKMIUCSJEnKM4YASZIkKc8YAiRJkqQ8YwiQJEmS8owhQJIkScozhgBJkiQpzxgCJEmSpDxjCJAkSZLyjCFAkiRJyjOGAEmSJCnPGAIkSZKkPGMIkCRJkvKMIUCSJEnKM4YASZIkKc8YAiRJkqQ8YwiQJEmS8owhQJIkScozhgBJkiQpzxgCJEmSpDxT1NMFSJIkSb1dRFwGXAFsA96TUlrdZt9E4IfAYGBeSum2iOgHbAaeyQ37cUrppv2N7Y56DQGSJEnSEYiICmAOcDowA7gFeGubIfOA64B7gcUR8SuyZ+Q8nFKa2e5wLxubUqrp6po9HUiSJEk6gDvvvLMyIia0ewxvN2wWcFdKaRdwN3BBRGQAcn+eB9ydUtoJLMiNHwbUtT3IQcZ2OTsBkiRJ0gHMnTv39v1svg74Qpvno4ENACml5oioBcqAmtyftSmlltzYdcAYsiHg1Ih4BNgKfDQ3fn9ju5ydAEmSJOkA5syZ83ZgYrvHrR1MywDNHexbArwbOJ/sb/y/fojHOSJ2AiRJkqQDqKqq2lhVVbW6g2HryZ7GQ0QUAKVAbW7fJqA0IgpSSs3AWOD+lFI98HBuzveBjx9obNe+oyw7AZIkSdKRWQDMioiBQBWwCLgyIt6ZO7XnfuDS3P5ZwIKIeGNElOXmvxv4y4HGdkfBhgBJkiTpCOSu3nMz8BBwNfBJYALZ3+QDXAVck9t/Y0ppE9lFwf8bEcuANwGfOMjYLufpQJIkSdIRyl3Pv+01/T/RZt9qsuf+tx2/iOzlRNsf52Vju4OdAEmSJCnPGAIkSZKkPGMIkCRJkvKMIUCSJEnKM4YASZIkKc8YAiRJkqQ8YwiQJEmS8owhQJIkScozhgBJkiQpzxgCJEmSpDxT1J0Hj4jLgCuAbcB7crdB3rvvXOBWoH9K6YzurEOSJEnSS7qtExARFcAc4BzgS8At7YasBG7orteXJEmStH/deTrQLOCulNIu4G7ggojI7N2ZUqoGlhzsABExPCImtH0sXLiwshtrliRJkvq87jwdaDSwASCl1BwRtUAZUHMIx5gNXNt2w/z585kxYwalpYO6qk5J6nYVFUN6ugRJ6tX8HO1a3bomoJ0M0HyIc24Fvt92w+WXX342cHtt7Q4aGw/1cEfG//gkHa7q6m09XcIxwc9RSYfraH+OFhUV9OlfOndnCFgPnAcQEQVAKVB7KAdIKdUBde02j+uC2iRJkqS81Z1rAhYAsyJiIFAFLAKujIh3duNrSpIkSepAt4WAlFINcDPwEHA18ElgAjAWICK+Dfw2+2Msjojzu6sWSZIkSS/p1jUBKaXbgNvabPpEm30f7M7XliRJkrR/3jFYkiRJyjOGAEmSJCnPGAIkSZKkPGMIkCRJkvKMIUCSJEnKM4YASZIkKc8YAiRJkqQ8YwiQJEmS8owhQJIkScoz3XrHYEmSJCkfRMRlwBXANuA9KaXVbfZNBH4IDAbmpZRui4hRwHxgGvAc8O6U0qaIuBF4B7A1N31mSqmuq+s1BEiSJElHICIqgDnA6cAM4BbgrW2GzAOuA+4FFkfEr4BzgC8Ci4FbgauAq4FhwAdSSn/qzpo9HUiSJEk6gDvvvLMyIia0ewxvN2wWcFdKaRdwN3BBRGQAcn+eB9ydUtoJLABmpZR+nVJ6LKXUAtwDHJc71jCgrrvflyFAkiRJOoC5c+feDqxq95jdbthoYANASqkZqAXKcvvKgNrcl32AdcCYdvPPJdsRgGwImBsRSyPimq57J/syBEiSJEkHMGfOnLcDE9s9bu1gWgZo7sy+iKgE3g18N7fpU8DfAq8F3h8RFx5u7QfjmgBJkiTpAKqqqjZWVVWt7mDYerKn/BARBUAp2W4AwCagNCIKcl2CscD9ubHFwO3AVSmlLQAppWV7DxoRC4CpwH1d9oZy7ARIkiRJR2YBMCsiBgJVwCLgyoh4Z+40oPuBS3P7ZwELIqII+BHw25TSzwEiojQi3pz7eURu7KPdUbAhQJIkSToCKaUa4GbgIbJX+PkkMIHsb/0he+Wfa3L7b0wpbQK+BLwe+L8RsTgiFgO7gUsi4hGyawT+NaW0mG7g6UCSJEnSEUop3Qbc1mbTJ9rsWw2c3278PwH/tJ9DXdkd9bVnJ0CSJEnKM4YASZIkKc8YAiRJkqQ8YwiQJEmS8owhQJIkScozhgBJkiQpzxgCJEmSpDxjCJAkSZLyjCFAkiRJyjOGAEmSJCnPGAIkSZKkPGMIkCRJkvKMIUCSJEnKM4YASZIkKc8YAiRJkqQ8YwiQJEmS8owhQJIkScozhgBJkiQpzxgCJEmSpDxjCJAkSZLyjCFAkiRJyjOGAEmSJCnPGAIkSZKkPGMIkCRJkvKMIUCSJEnKM4YASZIkKc8YAiRJkqQ8U9SdB4+Iy4ArgG3Ae1JKq9vsmwj8EBgMzEsp3dadtUiSJEnd5XC+90bE54F3AuuBd6WUNh+t78jd1gmIiApgDnAO8CXglnZD5gHXAecCn4mI8u6qRZIkSeouh/O9NyJOBy4FTgV+DlxzoLHdUXN3ng40C7grpbQLuBu4ICIyALk/zwPuTintBBbkxkuSJEm9zeF873098NOUUjPwE+ANR/M7cneeDjQa2ACQUmqOiFqgDKjJ/VmbUmrJjV0HjGl/gIgYDgxvu+22224bf8EFF1BY2DPLGcYMGdAjryupdysqcgnWXn6OSjocR/tzdO93zT/84Q/jPvKRj0xot7supVTX5vnhfO8dDdyXm7MpIkYcZGyX69Y1Ae1kgOZD3DcbuLbthgULFnDBBRcwdGjP/CPyzjMm9MjrSurdSksH9XQJxww/RyUdjp76HP3Od77zP/vZfB3whYNMO5zvvUc69pB0ZwhYT7adQUQUAKVAbW7fJqA0IgpyLZCxwP37OcatwPfbbti6devgTZs2vbasrOwxoKF7SpckSVKeK964ceOZw4YNuxvY3m5fXbvnh/O9t3/uZ3Ln/W86yNgul2lpael41GHIvZn7gTOAmcAHcs/XpZR+HBE/A74DLAQeB85LKW3qlmIkSZKkbnI433vJfsGfD1wAfBiYlFL65NH6jtxtJ1ellGqAm4GHgKuBTwITyCUe4Cqyq6AfAm40AEiSJKk3OpzvvSmlJcBvgCXAm4DrDzS2O2rutk6AJEmSpGOTl6uQJEmS8owhQJIkScozhgBJkiQpzxgCJEmSpDxjCJAkSZLyjCFA6kYRMTwiTu3pOiSpt4qI4yPi1T1dh9TXeIlQqZtExHDgR8Bu4ETgLSml1KNFSVIvExFnAz8B7gY+nVLa1sMlSX2CnQCpG0TECGA28ExK6c3A94HowZIkqbeqAX4NPGEAkLqOIUDqHq8DSoBv5p6PAS7suXIkqdc6B9gDPAgQEZmeLUfqG4p6ugCpr4mIwcBUYHlK6enc5jcAb+6xoiSpF4qIMuB0YA3wBEBKyfOYpS5gJ0DqeiXAccCTABHxcWBJSunJHq1KknqfS4D+wKMppQa7AFLXsRMgdb0yYHpK6eHc86uAf+jBeiSpV4mIiUAjMAFYjl0AqcvZCZC6Xg2wPCL+KyLmAg+klO7p6aIkqReZBTwG/COwNaW0LSL8ziJ1IS8RKnWD3NWBPgL8DljqFS0k6dC0ucraG4G3ppRW9WxFUt9iCJAkScesiChMKTX1dB1SX2MIkCRJkvKM59dJkiRJecYQIEmSJOUZQ4AkSZKUZwwBkiRJUp7xZmGSdIyJiG8A5wOVQBNQDdwNXJ5SKm03dgzwX8BoYDPw6ZTSAwc59t8BP04p7ck9Hwl8AzgR2A1ck1L63UHmnwoMSCk9dPjvUJLU0+wESNIxJqX00ZTSGcC3gLkppTNSSp89wPDrgZ+llE4C3g00d3D4jwH9ASIiA/wa+EFK6TTg9cCuDuZfCLyyc+9EknSsshMgSb3bbmAIQEppLbAWICLeDHwSGAf8JKX0mYi4BTgNWBQR3wGeAF5IKf0yN78GuC83fwnwPeC9udf5P8ApwOeBpoh4Y0rpNUflHUqSupydAEnq3W4FLouI30RE29/QP0v2i/tJwP+NiIEppauA9cBFKaV/BU4GHj3AcYcA61NKZwLLgP+XUlrIS90JA4Ak9WKGAEnqxVJKzwCnAncA/xsRH8ztehZ4KzAPGAycvp/pmQ4Of1fuz8fIrk+QJPURhgBJ6uVSSrtSSt8ELgWuyG3+MVAOzAb+AhTvZ+pS4KxOvEQDHQcGSVIvYgiQpF4qIgoi4isRsfe39OOB2tzP5wL/CfQDprSZtg4Ym/v5HmBcRLwhd7zSiLi8g5dtO1+S1Eu5MFiSeo+hEfFsm+evBh4EfhURg8gGgL2nA90MPEB28e+yNnO+D9wZEd9MKd2UCwDfiogbgD3AdR3UcBfwmYg4D5iRUmo60jclSTr6Mi0tLT1dgyRJkqSjyNOBJEmSpDxjCJAkSZLyjCFAkiRJyjOGAEmSJCnPGAIkSZKkPGMIkCRJkvKMIUCSJEnKM4YASZIkKc/8/2ZaiQMckHjOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwEAAAF3CAYAAAD9+0fgAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAABU/UlEQVR4nO3deXxU1f3/8ddMJvvOIgHCvhxACKDIIoKhKhqVuvy0LtWvdamIoAJ+qdal6NdditKKC61FtNZWsVoryqIiiguLogQQDqCgEHbIRvZk5vfHDDGEJQEyuUnm/Xw85pGZc++587lxDPO555zPdfl8PkREREREJHS4nQ5ARERERETql5IAEREREZEQoyRARERERCTEKAkQEREREQkxSgJEREREREKMx+kA6kg8cA2wDihzOBYRERERabrCgR7Aq0C+w7Ect6aSBFwDPOd0ECIiIiISUp53OoDj1VSSgHUAeXlFVFR4nY5FRERERJqosDA3CQnREPj+2Vg1lSSgDKCiwkt5+eGTgEceeYCiokIefvhJxo79LdHR0fzxj38+ZL99+/ZyySXn8+ijf2To0GE1vvHLL/+Nt96aTWFhIcOGncmECb8jPj7+sPvu3buHadP+yPLlS3C7wxgx4izGjh1PTEyM/yTKyvjLX57jgw/mUVxcTP/+pzJ+/P/SqlUKK1Z8xe2333LY49577wNkZFx41P4AJSXFPPfcn1m06CMqKio4++zzuPXW24mIiKjxPEVERETkII16CnpILgw+77wL+OqrZeTl5R2y7aOPPiA+PoFBg4bUeJy33prNm2++zj33TOaZZ15g8+YfeOKJh464/3333UVeXi7PPvsiU6f+mdWrV/HUU09Ubn/55b/xyScLefDBR3nuuRcpLi7i97//XwD69OnLO+/MO+gxatQltGnTluHD02vsDzBlymN8+ukifv/7yUyb9jzff7+BRx55oJa/NRERERFpKkIyCRgx4mzc7jAWL150yLYPP5zP2Wefi8dT8yDJv/71KtdddwODBg2hR49e3HvvgyxatJAdO3Ycsm9hYQGtWqUwadI9dOnSlZ49T+bCCy9ixYqvKvf57LNPGTXqYvr27U/nzl244YabWb9+Hbm5OYSHh9O8eYvKx+7du3n//f9y770PEhsbV2P/vLxc5s9/n/HjJzF48Ol07dqNyZMfZuHCD8jK2nq8v0oRERERaYRCMgmIi4tj6NBhfPzxhwe1b9++jTVrVnHeeRcA/ilEl1026rDH2Lt3D9u2ZdG37ymVbV26dCU+PoFVq749ZP+YmFgeeOARUlPbAbBly0/MnTuHU089rXKfhIQEPv30Y/bu3UNpaSnz5r1Hamo74uMTDjne88//mfT0X9C3b79a9c/K2orP56NPn7TK/Vu0aElSUjKZmYfGKyIiIiJNV1NZE3DMzj33fO6773fk5eWRkOD/kv3hh/Pp2LEzPXr0BOCOO/6XsrLDT/favXs3AC1bnnRQu/8q/a6jvvekSXfw5Zef07p1G0aPHlvZPm7ceO699y4uuug8wsLCiI+P59lnX8TtPjhXW716FStWfMWrr84+qP1o/ZOTm1fG3ayZ/3lRURF5eblkZ2cfNV4RERERaVpCciQAYPDg04mLiztoStCHH87nvPPOr3wdFxdHcnLyYfuXlBQDEBERflB7REQ4paWlR33vW265jeeee5EWLVoyYcJYysvLAdi2LYvk5GSefHIazz77It26Ge6//y6Ki4sP6v/227MZPPh0OnToeFD70fqnpKTQp09fnnnmKfbs2UNRURF//vNUAMrLG/W6FhERERE5RiGbBHg8Hs46ayQLF/qnBG3a9AObNv3AyJEZteofGRkJQGnpwV+gS0vLiIqKOmrfLl26kpbWj4cffoIff9zMsmVLKCjYzyOPPMBNN93C6aefQe/efXj44SfYtWsnCxd+UNm3rKyMTz9dxHnnXXjQMWvT/w9/eIjy8nIuvvg8LrjgbGJiYunWzRAbG1urcxYRERGRpiFkpwOBf0rQrbfeRF5eLh98MI/+/Qdw0kmtatX3wDSgvXv3kJSUVNm+d++eQ6YIAeTl5bJ06ZecddbIyuk9zZu3ICEhkZycbH78cTNFRUV07dqtsk9sbBzt2rVn27asyrZvv11BRUUFQ4YMPej4tenfunUbXnhhZmChcQQxMTFceOE5tGnTtlbnLCIiIiJNQ8iOBAD06tWbNm3a8vnni/nkk4UHTQWqSfPmLWjTpi0rV35T2fb99xvZvz+fk09OO2T//Px8HnzwPlavzqxs2759Gzk52XTs2IkWLVoCsHHjhsrtJSUlbNuWRdu2qZVta9aswhhTeW+BA2rq7/P5mDhxHKtXryIxMYmYmBi++241hYWF9O7dt9bnLSIiIiKNX0gnAQAjR2Ywe/Y/2bVrJ+npZx20bf/+/UddNHvZZVfyt7+9wBdffMa6dWt55JHJjBhxNikpKYf0b9s2ldNPP4OpUx9n7do1rF27hj/84W4GDhxCr169OemkVgwbdiZ/+tMfWbnyGzZt+oFHH32A6OgYRow4u/I9N27cQKdOXQ6Jpab+LpeLmJhYnn12Gj/88D2rV2fy4IP38atfXXXEm5uJiIiISNMU0tOBwD8l6G9/m8HIkRlER0cftO1Pf/oj33zzNW+++e5h+15++ZXk5ubw6KMPUF5ezumnD+POO+86Yv/773+I6dOfZtKkOygrK2PYsHTuuOPnm3ndf///MWPGszzwwL0UFRXRt28/nnlmxkFrDLKz91WWGa2upv7/+7+/Z+rUxxkz5gaio2MYNepirr/+t8f3ixMRERGRRsvl8/mcjqEunAEszs4uoLzc63QsIiIiItJEeTxukpNjAYYBnzkcznEL+elAIiIiIiKhRkmAiIiIiEiIURIgIiIiIhJigrow2BhzE3AHkA9cba3dfJh93gJyrbXXB17fD1wBbAOutNbuC2aMIiIiIiKhJmgjAcaYlsAkYCDwEPDUYfY5C+hU5XU/4DwgDXgbuC9Y8YmIiIiIhKpgTgcaCcyz1hYB84GhxhjXgY3GmDDgEeCPVfpcALxprfUCbwAXVj+oMSbJGNOx6mPRokUpQTwPEREREZEmJZjTgVoD2wGstV5jTDbQHNgT2D4G+A+wtVqfzwJ99hpjmh3muOOByVUbZsyYQXp6+oFyTSIiIiIichT1ebMwF+AFCHy5/zVwJjDkGI8zDZhVtWH06NEDgNm6T4CIiIiIBFOV+wQ0asFMArYR+IJvjHEDyUB2YNsoIAn4BEgAWhpjfhfo0zbQpwWwt/pBrbU5QE615tS6Dl5EREREpKkK5pqABcBIY0wMkAEsBiYYY66w1r5sre1prR0C3Aq8Z619EpgDXBZIGq4IvBYRERERkToUtJEAa+0eY8wTwFICJUKBiTX0yTTGvAdk4h8VuCJY8YmIiIiIBFtDLZnv8vl8dX1MJ5wBLNaaABEREREJpiprAoYRKGhzJIGS+Z8B/YB04LfW2kur7XMW/mqZ31prrw+UzH82cPzRQDdr7VEvpB8P3TFYRERERCQ4glIyvy7UZ3UgaWS8Xi9Tpz7Oxo0bCA8P5+677yc1tV3l9kWLPuLVV1/G5YJf/vJSRo26mPLych5+eDI7dmzH7XZz11330aFDR+dOQkRERCQI5s6dmzJ+/PiO1ZpzAkVsDghWyfwTppEAOaLFixdRWlrKjBkvccsttzF9+tOV2yoqKnjhhelMm/YcL7zwEq+99go5OTl8+eVngW0zuf76m/jLX551LH4RERGRYJkyZcpsYFO1x/gauh2uZP5TwYvyyJQEyBFlZn7LoEH+2zj07t2HdevWVm4LCwvj1VdnExcXR15eLj4fREdH065dByoqKvB6vRQUFODxaLBJREREmp5JkyZdDnSq9phWbbeq5e+PVjL/OeCC2pbMrwv6hiZHVFBQQGxsXOVrt9tNeXl55Rd7j8fDJ58s5KmnnmDIkDPweDxER0ezY8c2rr76MnJzc3jyyaePdHgRkQbteKZEvv/+u7z//rsAlJaWsnHjet55Zz7x8fFOnYaIBElGRsaOjIyMzTXstgCYHCiZP4KfS+ZnWWtfBl4GMMacCfzGWvukMSYNmGGMeZoglsxXEiBHFBsbS2FhYeVrn893yJX9M8/8BcOGpfPIIw8wb957/PDDRgYOHMItt4xj584d3HHHGF5++V9ERkbWd/giIidk8eKfp0SuXr2K6dOf5vHH/aP2B6ZEvvji34mOjuaaay5n2LB0zj9/FOefPwqAqVOf4IILfqkEQCSENeSS+UoC5Ij69OnL558v5qyzzmH16lV07ty1cltBwX7uumsiTz01nYiICKKjo3G73cTHJxAW5v9YJSQkUl5ejtersq0i0vjUZkqkx+MhO3tf5ZTIA9at+45Nm77nzjvvqve4RaRhsdbOBGZWabr9MPt8gn9a0IHXDwMPBzMuJQFyRMOHj2D58qXccssN+Hw+7rlnMgsWzKOoqJCLLrqUc845j7Fjf4vH46FLl26MHJlBSUkJjz32f9x6602UlZVx881jD/qHUUSksTieKZEHvPLKS9xww831HrOISG3pZmEiIiKH8cwzT9GrVx/OOuscAC655Hzefvv9Q/bzer088sgDnHLKAC644Jfk5+czZswNvPrq7PoOWUTqwbHcLKwhU3UgERGRw+jTpy9LlnwOcNgpkePG3UxpaSlut7tySiTAypUrGDBgoCMxi4jUlqYDiYiIHMbxTIkE+OmnH2nTpq3D0YuIHJ2mA4mIiIiI1JKmA4mIiIiISKOkJECOm8/no3jFcrz7850ORURERESOgZIAOX5lpRS89To5z0ylfNcOp6MRERERkVpSEiDHzRURScLo2/CVlpI7/SnKvt/gdEgiIiIiUgtKAuSEhLfrQNJtE3HHJ5L71+co/uYrp0MSERERkRooCZATFtasBYljJxDesRP7X3uZwo/m00SqTomIiIg0SbpPgNQJd0wMCTeNYf/sf1I4bw4V+/YSd+kVuMLCnA5NRIIoMTmGCI/+Pw9VpeUV5GYXOh2GiBwHJQFSZ1yecOKuvBZ3s+YUfTgPb3Y28f9zA+6oaKdDE5EgifCE8fSna50OQxwyYXhPp0MQkeOk6UBSp1wuF7HnXkDcr35N2ffryX12GhU52U6HJSIiIiJVKAmQoIg6bTAJN47Bm7OP3GemUp611emQRERERCRASYAETUT3HiTeOgHcbnKfn0bpujVOhyQiIiIiKAmQIPO0bkPiuDtxt2hJ3kt/oXjJ506HJCIiIhLylARI0IUlJpI0Zjzh3Xuw/9//ouD9/+Lzep0OS0RERCRkKQmQeuGKjCThNzcTNfgMij7+gPzXXsZXVuZ0WCIiIiIhSSVCpd64wsKIvfRXuJs3p/C9d8jNyyHhuptxx8Y6HZqIiIhISNFIgNQrl8tFTPrZxF9zPeVbfiJn+lQq9ux2OiwRERGRkKIkQBwR2fcUEm++DV9hITnTn6Js8yanQxIREREJGUGdDmSMuQm4A8gHrrbWbg60u4EHgAuAMuBFa+2LxphIYB+wPnCI1621jwczRnFOeKfOJI2bSO7MF8id8QzxV/0PkWn9nA5LREREpMkL2kiAMaYlMAkYCDwEPHVgm7XWCyy01p4KjAL+aIwJAxKBZdba/oGHEoAmLqzlSSSNm4inbSr5r86k6JOF+Hw+p8MSERERadKCOR1oJDDPWlsEzAeGGmNcBzZaaxcFnnYD1lhrK/AnATlHO6gxJskY07HqY9GiRSlBOQOpF+7YOBJHjyOiTz8K5rxNwX9m46uocDosERERkSYrmNOBWgPbwX/l3xiTDTQH9hzYwRiTCXQCBgSaEoE0Y8xyIA8Ya61dV+2444HJVRtmzJhBeno6ycmqMtOYtRx/G7tmz2bf3Ll4CvJoe+utuCMjnQ5LRESOomXLeKdDEJHjUJ8lQl3AQXeIstamGWMGAm8bY9KATOAq4BtgIjAdOLvacaYBs6o2jB49egAwOzu7gPJy3YSqMXP/4nxio+LZ/5/ZfP/QwyRcPxp3QqLTYYnIEegLoOzene90CCL1yuNxN4kLz8FMArYBQ6ByIXAykF19J2vtMmOMBQZbaz8DlgX6zAJuO8z+ORw6ZSi1DuMWh0WfPoyw5GTyXn2JnGemknDjGDwprZ0OS0RERKTJCGYSsACYbIyJAUYAi4EJxpgsYAWQDrwItACGBraNAr6w1u7FPyLwVRDjkwYsomdvksaMJ++lF8h99mnir7uRiK7G6bBEREREjklDrZYZtIXB1to9wBPAUuBe4E6gI9AW2AL0xT/tZzlwX+AXkgP82xizDrgIuD1Y8UnD50ltR+K4O3EnJpH34vMUf7XU6ZBEREREaq0hV8sM6poAa+1MYGaVpqpf6scdZv/F+EcIRAAIS25G4tgJ5L/yIvtffxXvvr1En5OBy+WqubOIiIiIsyqrZRpj5gOzjDEua60PDl8t0xhTY7XMulCfC4NFjos7OpqEG8ew/9//ovCDuVTs20vcZVfh8ujjKyIiIs6YO3duyvjx4ztWa84JrF89IFjVMk9YMO8TIFJnXB4Pcb/6NTEjL6Dk62Xk/e15vEWFToclIiIiIWrKlCmzgU3VHuNr6HbYapnAWfirZXr4uVrm6fjX2E6v08ADlARIo+FyuYg55zzirryWsk3fk/vs01Rk73M6LBEREQlBkyZNuhz/Ffyqj2nVdtuGfz1sjdUygQPVMkuttcustWX4y+L3CEb8mk8hjU7UqQNxJyaR//KL5DwzlcQbRuNJbe90WCIiIhJCMjIydmRkZGyuYbcGWy1TIwHSKEV07U7iuAm4PB5ynvsTpd+tdjokERERkYM05GqZLp/PF4zj1rczgMW6Y3Do8eblkffSDMqzthB78WVEnz7c6ZBEQkrLlvE8/elap8MQh0wY3lN3DJaQU+WOwcOAzxwO57hpJEAaNXdCAoljbiei58kUvD2bgnffxudVIigiIiJyNEoCpNFzRUQSf91viRo6nKJPF5L/6kv4ykqdDktERESkwVISIE2Cy+0m9qLLiP3lpZSuXknuC8/g3a8hahEREZHDURIgTYbL5SJ62Ajir72B8m1Z5Ex/iordu5wOS0RERKTBURIgTU5kn34k3nIbvuJicqZPpWzT906HJCIiItKgKAmQJim8QyeSxk3EHRtH7ozplHz7tdMhiYiIiDQYSgKkyQpr0ZLEcRPxtO9A/j9mUfjxBzSRkrgiIiIiJ0RJgDRp7phYEn87loh+p1D4/n8peOt1fBUVToclIiIi4iiP0wGIBJsrPJz4q66jsFkLihYuoCJ7H/HX3IA7Ksrp0EREREQcoZEACQkut5vYjFHEXXYlZRssuc//iYrcHKfDEhEREXGEkgAJKVGDhpJwwy149+4m95mplG/LcjokERERkXqnJEBCToTpSeKt4wHIfW4apXatswGJiIiI1DMlARKSPG1SSRw3EXezZuTNfIHiZV86HZKIiIhIvVESICErLCmZxFvHE97VsH/2axTMm6MSoiIiIhISlARISHNHRZNww2giBw6h6KP57P/nK/jKy5wOS0RERCSoVCJUQp4rLIy4y64irHkLCue+S0VuDgnX3YQ7Jtbp0ERERESCQiMBIoDL5SLmFyOJv/o6yn/cTO6zT1Oxb4/TYYmIiIgEhZIAkSoi+w8g8eaxePPzyXnmKcp+2ux0SCIiIiJ1TkmASDXhnbuSOG4irogIcl/4MyWrVzodkoiIiEidUhIgchiek1qRdNudeFq3Jf+Vv1G0eJHTIYmIiIjUGSUBIkfgjosncfRtRJzch4L//pv977yJz+t1OiwRERGRE6YkQOQoXBERxF97I1HDRlD82Sfkv/I3fKWlToclIiIickKUBIjUwOV2E/fLS4m96DJKv1tF7gt/wpuf53RYIiIiIsctqPcJMMbcBNwB5ANXW2s3B9rdwAPABUAZ8KK19sXAtvuBK4BtwJXW2n3BjFGktqLPOBN3cjPy/zGLnGemknDjGDytUpwOS0REROSYBW0kwBjTEpgEDAQeAp46sM1a6wUWWmtPBUYBfzTGhBlj+gHnAWnA28B9wYpP5HhEntyHxDF34CsrI/fZpyj7foPTIYmIiIgcs2BOBxoJzLPWFgHzgaHGGNeBjdbaRYGn3YA11toK/CMDbwaShDeAC4MYn8hxCW/XnqTb7sQdn0juX5+leMVyp0MSEREROSbBTAJaA9uh8sp/NtC86g7GmEz8CcINh+mzF2hW/aDGmCRjTMeqj0WLFmlOhtSrsGbNSRw7gfCOndn/z1co/HAePp/P6bBEREREaiWoawKqcQEH1Ve01qYZYwYCbxtj0mp5nPHA5KoNM2bMID09neTk2DoJVKR24ml59+/YPnMmefPfI7wwj9bXXYfLU5//W4mIOKtly3inQxCR4xDMbyvbgCFQuRA4Gf9owEGstcuMMRYYHOjTNtCnBbD3MMedBsyq2jB69OgBwOzs7ALKy1XHXepX+CVXER2bSO6H8yjcsZv4a2/AHR3tdFgi9UJfAGX37nynQxCpVx6Pu0lceA5mErAAmGyMiQFGAIuBCcaYLGAFkA68CLQAhgITgDnADGPM0/grBM2pflBrbQ6QU605NShnIFILLpeL2HMvIKxZc/a/+U9yn5tGwo23EJaU7HRoIiIi4rCGWi0zaEmAtXaPMeYJYCmBkwYmBja/A/QFvgGSgPuq/ELeAzLxn/QVwYpPpK5FnTYYd2IS+X//G7nPTCXhhlvwtFV+ery8Xi9Tpz7Oxo0bCA8P5+677yc1tV3l9g8+mMcbb/yTsLAwunTpyp133o3X6+XhhyezY8d23G43d911Hx06dHTuJEREJKRVqZbZD/8F8KeAS8G/ZtYYs9Ba+4fAfhuMMS8Bffi5WuZo/NUyJx569BMT1MnL1tqZwMwqTbdXeT7uCH0eBh4OZlwiwRLRvQeJYyeQ97cXyH1+GvHXXE9Ej5OdDqtRWrx4EaWlpcyY8RKrV69i+vSnefxxf6XhkpJi/vrX53nlldeJiopi8uR7+OKLxfh8PioqKnjhhZksX76Ev/zlWR55ZIqj5yEiIk3T3LlzU8aPH9+xWnNOYNbKAZXVMo0x84FZxhiXtdYHh6+WaYyprJZpjHkD+JIgJAG6Y7BIHfOktCFx3J24W7Qk76W/UPTlZ06H1ChlZn7LoEFDAOjduw/r1q2t3BYeHsELL8wkKioKgIqKCiIiImnXrgMVFRV4vV4KCgrwaJG2iIgEyZQpU2YDm6o9xlfbLSjVMuuCkgCRIAhLTCRpzHjCu/eg4K3XKXj/HXxeLVo/FgUFBcTGxlW+drvdlJeXVz5v1sz/N/TNN/9FUVERp502iOjoaHbs2MbVV1/GE088wmWXXelI7CIi0vRNmjTpcqBTtce0GrodtlomcBb+apn1dvVKl8lEgsQVGUnCb26m4D9vUvTxh1Ts20v8FdfiCg93OrRGITY2lsLCwsrXPp/voCv7Xq+X5577M1u2/MgjjzyJy+XijTdeY+DAIdxyyzh27tzBHXeM4eWX/0VkZKQTpyAiIk1YRkbGjoyMjM017BasapknTEmASBC5wsKIvfRXuJs3p/C9d8jNzSXhNzfjjm38pcWCrU+fvnz++WLOOuscVq9eRefOXQ/aPmXKo4SHh/PYY1Nxu/2DmvHxCYSF+f+sJSQkUl5ejlcjMCIi4pygVMusC0oCRILM5XIRk342YcnNyf/XK+RMn0rijWMIa9HS6dAatOHDR7B8+VJuueUGfD4f99wzmQUL5lFUVEiPHr2YM+cd+vbtz+233wLA5Zdfxa9+dTWPPfZ/3HrrTZSVlXHzzWOJ1j0bRETEIQ25WqbL5/MF47j17QxgsW4WJg1d2eYfyHvpL+BykfCbmwnv2MnpkEROSMuW8Tz96dqad5QmacLwnrpZmIScKjcLGwY02uofWhgsUo/CO3YmadxEXNHR5M74MyWZ3zgdkoiIiIQgJQEi9Sys5UkkjZuIp2078l99icJPPqKJjMiJiIhII6EkQMQB7tg4EkffRkSffhTO+Q8Fb8/GV1HhdFgiIiISIrQwWMQhrvBw4n/9GwqTm1H0yUdU5Owj4dfX41I5SxEREQkyjQSIOMjldhN74cXEXvIrytZ9R87zf8Kbl+t0WCIiItLEKQkQaQCiTx9GwvWjqdi9k5xnplK+Y7vTIYmIiEgTpulAIg1ERM+TSRoznryXXiD32aeI/5+biOhmauyXmBxDhCesHiKUhqi0vILc7MKadxQREalCSYBIA+JJbUfiuDvJm/kCeS8+R9zlVxM1YNBR+0R4wlSnPYRNGN7T6RBERKQR0nQgkQYmLLkZibdOILxLN/a//ioFC95XCVERERGpU0oCRBogd3Q0CTeOIXLAIIo+mMv+11/FV17udFgiIiLSRGg6kEgD5QoLI+5XvyasWQsKF7yHNyeb+Otuwh0d43RoIiIi0shpJECkAXO5XMSccx5xV/4PZZt/IPfZp6nYt9fpsERERKSRUxIg0ghEnXoaCb8dizcvl5xnplK25SenQxIREZFGTEmASCMR0aUbiWMn4AoPJ/f5P1Hy3SqnQxIREZFGSkmASCPiadWapHF34mmVQv6sv1L0+adOhyQiIiKNkJIAkUbGnZBA4pjbiejZm4L/zGbnP/8JKiEqIiIix0BJgEgj5IqIJP66m4gaeib75s+n38f/wV1e5nRYIiIi0kgoCRBppFxuN3EXX0arq66i1eb1DJz7LyKKCpwOS0RERBoBJQEijVyzc8/lm19cQvy+XQye8yoxufucDklEREQaOCUBIk3Aro7dWZZxFWFlpQye83eSd2xxOiQRERFpwJQEiDQRuSe1YcmF11IaFcNp814n5Ye1TockIiIiDZSSAJEmpCghiaUXXkNOy9b0W/RfOmUuUeUgEREROYSSAJEmpiwymuXnXcG2zj0xX33CyV/Mx+X1Oh2WiIiINCCeYB7cGHMTcAeQD1xtrd1cbdtNQBvgD9baWcaYSGAfsD6w2+vW2seDGaNIU+QL85B55iiK4pLokvklUfvz+PYXF1ERHul0aCIiItIABC0JMMa0BCYB/YB04Cng0sC2CKAZMBRIAVYbY/4NRAPLrLUjghWXSMhwudgwYDhF8Yn0+mI+g957ja/PuYyS2HinIxMRERGHBXM60EhgnrW2CJgPDDXGuACstaXW2iettRXW2ixgM3ASkAjkBDEmkZCz1fRlxTmXEZOfw5B3XyFu3y6nQxIRERGHBTMJaA1sB7DWeoFsoHn1nYwxiUBL/IlAIpBmjFlujPnIGNPjMPsnGWM6Vn0sWrQoJYjnIdLo7UntzNLzfw3A4Pf+QfOsTQ5HJCIiIk4K6pqAalzA4VYn3gvMsNZWGGMygauAb4CJwHTg7Gr7jwcmV22YMWMG6enpJCfH1nnQIk1FfvOT+HLUtZy64E1OXTCbNUPPJat7X6fDkjrQsqWmeIlz9PkTaZyCmQRsA4YAGGPcQDL+0YBKxpgLgOHAMPBPEwKWBbbNAm47zHGnAbOqNowePXoAMDs7u4DyclVBkdByLP8Al8QmsPSCX9Pv43fo89k8YvJz2XDKMHC5ghihBNvu3fmOvbe+AIqTnz8RJ3g87mO68NxQC+UEMwlYAEw2xsQAI4DFwARjTJa19nVjzDDgceBca20ZgDFmFPCFtXYv/hGBr6of1Fqbw6HrBlKDdhYiTUxFRCQrzvl/9PriA7qs/JLo/FxWDcvAF1afA4MiIiJNX0MulBO0f/WttXuMMU8ASwlkPvin+GCMaQ68j3/NwJzAguFX8H/p/7cxJiWw7bpgxScSynzuMNYMPZfC+CTM158QVZjPN2ddQllktNOhiYiINApz585NGT9+fMdqzTmBC9YHVBbKMcbMB2YZY1zWWl9gBsyTgf2yjDGb8RfKcVMPhXKCeunPWjsTmFml6fYqz480hpwetIBE5GcuF5v6DqYoPoG0T99n0JxX+fqcyylKSHI6MhERkQZvypQpsw/T/CDwQJXXBxXKMcYcKJSzp2qnaoVy+hMolAPkAWOttevqOn7dMVgkxO3o3Ivl511BRFEhg+f8ncTd25wOSUREpMGbNGnS5UCnao9pNXSrsVAOcKBQzun4p9dPr6OQD6JJwCJCdko7lo66hlMXvMnA9//JyjNHsatjd6fDEhERabAyMjJ2ZGRkbK5ht2AVyjlhSgJEBICCxOYsufAaTvnw3/Rf+DbrBv2CH08+zemwRERCktfrZerUx9m4cQPh4eHcfff9pKa2q9z+wQfzeOONfxIWFkaXLl2588678Xq9PPbYg2zfvp2yslKuu+5GzjjjTAfPQghSoZy6oCRARCqVRseyLOMq0j6ZQ8+lC4nOz2XdwF+AWzMHRUTq0+LFiygtLWXGjJdYvXoV06c/zeOPPwVASUkxf/3r87zyyutERUUxefI9fPHFYnJzc0lISOL++x8iNzeH66//tZIAhzXkQjlKAkTkIF5PON+OuAizfBGd1iwnen8emWdeSEV4hNOhiYiEjMzMbxk0aAgAvXv3Yd26tZXbwsMjeOGFmURFRQFQUVFBREQkI0aczYgRZ1XuF6bSzw1CQy2Uo8t7InIotxs76Bd8N/hsTtqykdPm/ouIogKnoxIRCRkFBQXExsZVvna73ZSXl1c+b9asOQBvvvkvioqKOO20QcTExBATE0thYQH33XcXv/3tGEdil8ZBSYCIHNFPvU5lxVmXEpezh8Hv/p3YnD01dxIRkRMWGxtLYWFh5Wufz4fH8/OVfa/Xy/Tp01i+fCmPPPIkrsCd33fu3MFtt93Cueeez8iR59V73NJ4KAkQkaPa3b4ry86/irCKcgbPeZVm239yOiQRkSavT5++LFnyOQCrV6+ic+euB22fMuVRSktLeOyxqZXTgvbt28vEieMYM+Y2LrzwonqPWZxhjDnFGHNRlddRtemnyWIiUqO8Fq1ZcuG1nPrBbAbMf51VZ5zP9q4nOx2WiEiTNXz4CJYvX8ott9yAz+fjnnsms2DBPIqKCunRoxdz5rxD3779uf32WwC4/PKr+Oabr8nPz2fWrBeZNetFAKZO/TORkbX6TiiNkDHmMSAFGAy8Y4xJBZ4DfllTXyUBIlIrRfGJLLngGvovfJu+n84hZn8O3/c9HQJD0CIiUnfcbjeTJt1zUFuHDh0rny9evPyQPmeeOYLx4/832KFJw3KRtbaXMWYFgLV2ayARqJGmA4lIrZVHRvHVyF+R1eVkuq34jN6fzcXlrXA6LBERkVBVYIw5CfABGGPOBEpr01EjASJyTHxhYawafgFF8Ul0/fZzogry+PYXl1AeEel0aCIiIqHmFuBdoIsxZgMQBlxWm44aCRCRY+dysfGUM1g17Hyabd/CoPdeJWp/ntNRiYiIhBRr7dfA6cAQ4GKgO/BNbfoqCRCR45bVrQ9fnXs5UfvzGPzu34nfu9PpkEREREKGMWaBtbbCWrvWWrvGWlsOLKpN31pNBzLGJAB3AKcCRcBCYKa1VpOBRULcvjYdWXrhNZy64E0GvfcPvh1xEXvadXE6LBERkSbLGDMQf0WgHsaY26psSgVa1+YYtR0J+BeQhL/k0F+B4cDztY5URJq0/cktWTLqWgoSm3Hqh/+m3bpajUSKiIjI8SkCyvBf0E+u8lgPjKjNAWq7MDjFWnt+ldcLjTGrjiFQEWniSmLiWHb+1fRd9F9O/mIB0fm5rB9wpkqIikjQJCbHEOEJczoMcUhpeQW52YU179gEWWtXAauMMd9Zaz85nmPUNgn4whiTZq3NBDDGpADfHs8bikjTVREewTdnXUrPJR/SedVSovNzWDX8QrweFSITkboX4Qnj6U/XOh2GOGTC8J5Oh9AQrDHGXA8MAsIPNFprb6ypY23/ZT4PuMkYUwC4gEjAZ4zZB/istc2PPWYRaYp8bjffDTmHwvhEeixfRFThflacfSllUTFOhyYiItLUzAE+BroBfwIG4J8mVKNaJQHW2q7HHZqIhB6Xi819BlEUl0jap3MYPOdVvh55OYUJyU5HJiIi0pREW2t/b4x5AvjGWvtfY8xC4KGaOtZ6jN4YcwpwDv7FxAsCdUlFRI5oZ6ceLI+J45QP32Lwu39nxdmXktOqVnczFxERkZqtN8Z0xV/E53ljzPv4i/nUqFbVgYwxtwCzgFggBngp0CYiclQ5rVJZMupayiKjOG3ev2i1aZ3TIYmIiDQV44Ed1tpv8FfwbA9cU5uOtR0JGAMMtNYWAxhjHgWWAC8cc6giEnIKE5JZcuE1nPLhW/T/+B3W7c9lc++BqhwkIiJyYn5nrb0DwFr7DvBObTseyx2D3Ud4LiJSo7KoGJafdyXbOxp6LF9Ery8/wOX1Oh2WiIhIY9YmMB3omNV2JGAK8G1gnhFABrVYcCAiUpXX42HliIso+uoTOq9aSlRBHivTf0lFeITToYmIiDRGe4EVgcXAFQcarbX/r6aOta0O9KoxZhlwFv4SoS9YazWxV0SOncvF+tPSKYpPpNeXHzDw/ddYcc7/oyQm3unIREREGpvXAo9jVqskwBjzmbX2DPy3IhYROWFbevSnKDaBfh+/w+B3/87XIy9nf3LLyu0+r5fF/5jB3q2bcXs8pF83jsSTWldu37D0U1Z99C4ut5vmbTsy7NejAY7aR0REpCmx1n56vH1rO7f/Y2PMr4/3TUREDmdPuy4sveDXuLw+Bs15lWbbNldu2/TtUsrLSrnk908w+NL/4cs3XqrcVl5awvJ3/sGoOx/mkrufoLSokB8zvzpqHxERkabCGLPPGLPXGJNvjNkfeL7XGFNkjLG1OUZtk4ALgFnGmJzAG+wzxuw9/tBFRPzym7diyahrKY5LYMD82bTdsAqAHRvW0r73KQC06mLY9ePGyj5hnnAuvvsJwiMjAfB6KwgLDz9qHxERkabCWtvMWtsceBfoYq1tHnh9Kv47CNeotguDBwFXBQ5cBHxkrf2gpk7GmJuAO4B84Gpr7eZq224C2gB/sNbOCrTfD1wBbAOutNbuq2WMItJIFcclsPSCa+i38G36LH6f6PwcFhUXEhEdU7mP2+3GW1GBOywMl9tNTEISAKs+mkNZSTGpvfrx/VefH7GPiIhIE9THWrvzwAtr7XfGmMG16VjbJOAlIApYAJQD9xhjhltr7z9SB2NMS2AS0A9IB54CLg1siwCaAUOBFGC1MebfQBfgPCANGA3cB0ysZYwi0oiVR0Ty9cjLOfnz+XT99gvaZOdTVlhQud3n9R30Zd7n9bLk3y+Ts3MbI2+5C5fLRURUDKXFRUfsIyIi0sQsMca8CfwDKAMuAn6sTcfaTgdKs9ZeZq39i7V2JnAOgS/0RzESmGetLQLmA0ONMS4Aa22ptfZJa22FtTYL2AychH/a0ZvWWi/wBnBhLeMTkSbA5w5j9RkZrD9lGAO8pRQseAtPSTE7v7c0S+1w0L6fvPo85WVlnHfr7yunBaV07cFPq74GOGwfERGRJmYM8BFwNf4ZNj8AtVrHW9uRgJXGmA7W2gOZRTQ1VwpqDWwHsNZ6jTHZQHNgT9WdjDGJQEv8iUBr4LNAn73GmGbVD2qMSQKSqrbNmDEjJT09vZanIiINmsvFD/1Op1VsPHEvT2f+fWPYn9iM4TdOYMPSTygrKaZlh66s++xDWnfrxX+n+gck084aRaf+g9n63Urefvwu8EH6b25z+GRERESCx1pbDjwfeByT2iYBXfAPN2wLvG4GuI0xXwcCOLUWx3ABh7s96L3ADGtthTGmNrGMByZXbZgxYwbp6ekkJ8fWpr+INAI7u/VhwNh7+e1Hb+EN8/B1eBjJg86s3H7LX94+bL/h146prxAbjJYtdY8FcY4+f+KkxvD5C+YaWWPMJcAE4BSgBP+F+k3W2pNriqu2ScCVtdyvqm3AkECAbiAZyK66gzHmAmA4MKxKn7aBbS3w3wWtumnArKoNo0ePHgDMzs4uoLz8cHmGSNPVGP4AHq99rduz5MJrOHXBmwx8/5+sTP8lu9sf193Rm7Tdu/Mde++m/PmT2tHnT5zkxOfP43HX+sJzPayRnYZ/Cv7v8CcTvYAbanUetdnJWvtTbfarZgEw2RgTA4wAFgMTjDFZ1trXjTHDgMeBc621ZYE+c4AZxpin8Wc/cw4TSw6QU6059TjiE5FGoCCpBUtGXcupH7zJKR+9xdpBZ/FTr9oMPoqIiDiuco2sMWY+/pL7Lmutz1pbCjwZ2C/LGLOZamtkjTFvAF9y5CQgy1prjTGZwAhr7UJjzIjaBFbbhcHHzFq7B3gCWIp/ys+dQEegrTGmOfA+EAnMMcZ8Y4yZYK3NBN4DMvGvbn44WPGJSONRGh3Lsoyr2NWuK72WfIhZuhB8PqfDEhGREDZ37twUY0zHao+karsdtEYW/6yY5tWPdZg1sgf67MU/WnDEMIwx/YFXgKnGmGXAmtrEX9vpQMclUEloZpWm26s8P+wYnrX2YfTlX0SqqQiP4JtfXEyPZQvptGY50ftzyTzzQryecKdDExGREDRlypTZh2l+EHjgKN3qao3sAY/jn7b/G/xVgn601j5Tm45BGwkQEalzbjfrBp/N2kFn0erH9Qyc+0+i9uc6HZWIiISgSZMmXQ50qvaYVm23qutda1oj+/hh+hxpjewBLwEX47/6/x1wqTHm/2oTf1BHAkREguHHkwdQFJtA30/e5cw3XmBP205s7Z7Grvbd8OnmYCIiUg8yMjJ2ZGRkbK5ht6Cska0izVqbduCFMeYV4FvgDzXFryRARBqlXR27s7jFTaSuz6TthlX0//gdSqJi2Nb1ZLZ2T6MgqYXTIYqISIiz1u4xxhxYI5uP/6ZeEwGqrJHdjn+NrAt4xVr7tDHmwBrZbfgTgSP5yhjTvkoRn9rcywtQEiAijVhxXCIbTxnGxn5DaZG1idT1mXRY8zWdVi8n+6S2bO2exo5OPagIj3A6VBERCVHBWCNrjFkB+IAEYGm1e3ntrE1cSgJEpPFzu9nTrgt72nUhoqiANhtXk7o+kz6fzaXnko/Y3rknW00auS1ag8vldLQiIiIn6uITPYCSABFpUkqjY9ncZxCbew8kaWcWqRtW0vqH72i3fiX5yS3Z2j2NbV1Opiwq2ulQRUREjstx3sPrIEoCRKRpcrnISUklJyWVtYPOpvUPa0ldn0nPpR9hli9iZ4fubO2ext42HTQ6ICIiIUdJgIg0eRURkWzt0Y+tPfoRt28XqeszabNxDa03raUwLpGt3dPI6tabktgEp0MVERGpF0oCRCSk7G92EusGn836Aem0+nE9bddn0n3FYrp98xm723Zia/e+7G7fBZ9bpUZFRKTpUhIgIiHJ6/GwvUsvtnfpRXReDqkb/KVGT1n4NiVRMWR1601W9zQKEg+5u7uIiEijpyRAREJeUUISG04dzsb+Z/hLjdqVdFz9FZ1XLWNfq1S2dk9jZ0ejUqMiItJkKAkQEQnwud3sbteF3e26EFG4n7Yb15C6fiVpi9+nfMmHbOvci60mjbzmKVpMLCIijZqSABGRwyiNiWNT2iA29RlI8s6t/jsTb1xNe/stec1OYmv3NLZ36UVZpEqNiohI46MkQETkaFwuslPakZ3SjrWDz6b1D9+RajPpteRDzPKP2dnBsLV7Gvtat9fogIiINBpKAkREaqk8IpItPfqzpUd/4vfu9Jca/X4NbX74jsL4JH+p0a69KYk97F3gRUREGgwlASIixyG/eSvWDjkHe5q/1GiqzaT715/SbcVidqd29pcabddZpUZFRKRBUhIgInICvJ5wtnc5me1dTiYmL5u26zNpu2E1p2x5i5LoWLK69mZr9zQKE5s5HaqIiEglJQEiInWkMCGZDQPOZOMpw2ix9QdS16+k4+pldF61lH0p7djaPY0dHQ1eT7jToYqISIhTEiAiUsd8bje723dld/uuRBbup82G1f5So5++R88lH7K9cy+2dk8jr0WK06GKiEiIUhIgIhJEJTFxbOo7mE1pg2i2Y0tgutAq2q/7htzmrcjqlsa2Lr0oj4xyOlQREQkhSgJEROqDy8W+1u3Z17p9ZanRdnYlvZZ8gFn+MTs6GrK6p7EvpZ1KjYqISNApCRARqWflkVFs6XkKW3qeQsKeHbRdn0mbH76j7fdrKEhIJqtbH7K69aEkJs7pUEVEpIlSEiAi4qC8FinktUjBDhxBymZL6np/qdGuKxazu10Xtnbvy57UzvjcbqdDFRGRJkRJgIhIA+D1hLOta2+2de1NTO4+Utdn0nbjalr9tJHi6DiyuvUmq3sahQnJTocqIiJNgJIAEZEGpjCxGetPS2fDqcNoucVfarTzqqV0yVzC3pT2bDVp7OzQXaVGRUTkuCkJEBFpoHzuMHZ16MauDt2ILMin7cbVpK7PpO8ncyiLiGRbl5Mp7hADMboRmYiIHBslASIijUBJbDw/9B3CD2mDabbjJ1JtJqnrV7Jp8go8qe2IPG0Ikf0H4I6OdjpUERFpBJQEiIg0Ji4X+1p3YF/rDoSXnM3V7GXPwo8pePsNCua8TWRaf6IGDsHTqQsulRoVEZEjUBIgItJIlUVG02z4OZT3HUT51i2ULPuCkm++puTrZYS1PInI04YQdepA3AkJTocqIiINjJIAEZFGzuVyEd6uPeHt2hM76hJKMr+leNkXFL7/DoXz3iWiZ2+iBg0hvHtPXGFhTocrIiINQFCTAGPMTcAdQD5wtbV2c5Vtg4BpQJS1tn+gLRLYB6wP7Pa6tfbxYMYoItKUuCIiiRowiKgBgyjftYOSZUso/noZpWsycSckEnnaYKJOG0xY8xZOhyoiIg4KWhJgjGkJTAL6AenAU8ClVXb5AXgU+L8qbYnAMmvtiGDFJSISKjwnpeC58GJiMkZR+t1qipd9QdHCBRR9NJ/wrt2JGjiEiN59cYWr1KiISKgJ5kjASGCetbbIGDMfmGWMcVlrfQDW2t3GmMxqfRKBnKMd1BiTBCRVbZsxY0ZKenp6HYUtItK0uMLCiOzTl8g+fanIyabkq6UUL/uS/NdexhUdQ+Qpp/kXE7dp63SoIiJNTkOdGRPMJKA1sB3AWus1xmQDzYE9R+mTCKQZY5YDecBYa+26avuMByZXbZgxYwbp6ekkJ8fWVewiIo1Gy5bxx7BzPHRrj++K/0fhunXkfPIJ+Us/p/jzT4jq1Imk4cNJGDyYMJUalVo6ps+fSB1r6J+/hjwzpj4XBrsAbw37ZAJXAd8AE4HpwNnV9pkGzKraMHr06AHA7OzsAsrLa3oLkaalof8BlODbvTv/+Dq2bEfEZdeQnHEJJSuWU7zsC3a8/DI7XvsnkX0DpUY7dj5qqVF9/uS4P391QJ8/ceLz5/G4j+XCc1BmxtSFYCYB24AhAMYYN5AMZB+tg7W2FFgW6DMLuO0w++Rw6C8m9USDlUN5vV6mTn2cjRs3EB4ezt13309qaruD9ikuLmbChFu5++4/0KFDRyoqKnjiiYfZsuVH3O4w7rlnMm3b6j+PSEPmjo0lelg6UWecSfmWHyle9iWl335NyVdL/aVGB55O1ICBuOP0hUtE5IC5c+emjB8/vmO15pzAd9UDgjUz5oS56/qAVSwARhpjYoAMYDEwwRhzxZE6GGNGGWOaB15eBXwVxPikBosXL6K0tJQZM17illtuY/r0pw/avm7dd4wd+1uysrIq2z7/fDEAzz8/kxtvHM0zzzxVjxGLyIlwuVyEt+9I/GVX0ez+R4j71a9xxcRS+N5/2PfQfeS9/CKl69bg82rEVURkypQps4FN1R7ja+h2LDNjTsf/fXr6CQV6BEEbCbDW7jHGPAEsJbAQAv8UHwCMMX/Ff3KdjDHfAGPxX+H/tzEmBX/WdF2w4pOaZWZ+y6BBQwDo3bsP69atPWh7aWkpjz46hYce+kNl2/Dh6Zx++hkA7Ny5g+Tk5ohI4+OKjCQqUE60fOcOSpZ96S81unol7sSkylKjaDqGiISoSZMmXT5+/PjqF6xzqr0OysyYuhDUNQHW2pnAzCpNt1fZ9tsjdEsPZkxSewUFBcTGxlW+drvdlJeX4/H4PzZpaf0O28/j8fDww5P59NNFPPzwE/URqogEkadVCp5RlxxcavSj+RR9NJ/SXr1IadmFnR264QvT/SdFJHRkZGTsyMjI2FzDbguAyYGZMSP4eWZMlrX29cN1MMaMAr6w1u4liDNj9Bdbjig2NpbCwsLK1z6frzIBqMl99z3I3r17uPnm3/Dqq7OJVqURkUbP5fEQmdaPyLR+VGTvo+SrpZR8vZR+a9ZQGhnFti4ns9X0ZX9yS6dDFRFpEBryzBglAXJEffr05fPPF3PWWeewevUqOnfuWmOfefPeY/fuXVx77fVERUXhdrtxu4O59EREnBCW3IyYczJof+Vl/P31eaSuz6T9um/o+N3X5LRszdbuaWzv3JOK8EinQxURcVRDnRmjJECOaPjwESxfvpRbbrkBn8/HPfdMZsGCeRQVFXLRRZcets+ZZ/6CRx99kLFjf0t5eTm33z6RyEh9CRBpqlxuN3vbdmJv206EFxfSZuMaUtdn0vvz+fRYupAdnXqwtXsaOSe1haOUGhURkfqlJECOyO12M2nSPQe1dejQ8ZD9pk//S+Xz6OhoHnqozm9qJyKNQFlUDD/2Po0fTx5A4u5tpK7PpPUPa0ndsIr9Sc3Z2j2NrC69KYuOcTpUEZGQpyRARETqlstF7kltyT2pLesG/YKUTetoZzPpsexjun/1Cbvad2Nr9zT2tOkImi4oIuIIJQEiIhI0FeGRZHXvS1b3vsRl7yZ1fSZtNq4hZbOlKDaerG5pbO3eh+K4RKdDFREJKUoCRESkXuxPbsm6QWdhB5zJST9tpN36lXT59nO6fPs5e9t2ZEv3vuxq31WlRkVE6oH+0oqISL3yhXnY2akHOzv1IGp/LqnrV9F2Qyb9P36H0qhof6nR7mkqNSoiEkRKAkRExDHFcYlsPOUMNvY7nRbbNvtLja5dQcc1X5F9Uhu2dk9jR6eeVIRHOB2qiEiToiSgDiQmxxDhCXM6DHFIaXkFudmFNe8oIkfmdrMntTN7UjsTUVTgLzW6IZM+n82j55KFbO/sLzWa27KNSo2KiNQBJQF1IMITxtOfrnU6DHHIhOE9nQ5BpEkpjY5lc5+BbO59Gkm7sipLjbZbn0l+Ugu2mjS2dTmZsiiVGhUROV6qzSYiIg2Ty0VOq1RWDzufj68cy+qh51LhCafn0oWM+Ndz9P34HZpnbQKfLyhv7/N6+fTvz/P2Y3fxzpR7yd21/ZB9ykpKePvxu8nevrWyrSg/l9fuHUN5WWlQ4hIRqQsaCRARkQavIiKSraYfW00/4vbtJnX9Stp8v4bWm9ZRFJfA1m5pZHXrQ3FcQp2956Zvl1JeVsolv3+Cnd9bvnzjJc4b9/MNFHdt3sjiV59nf/beyrYtq79hyVuvUJSXU2dxiIgEg0YCRESkUdnfrCXrBp/NoivG8m36LylISKbbN59x5hvPc+r8N2i12eKqqDjh99mxYS3te58CQKsuhl0/bjxoe0V5GefeejdJKW1/bnS7GDXxQSJj4074/UVEgkkjASIi0ih5PR52dO7Jjs49ic7Poe2GVaSuz6T/wv9QEhXDtq7+UqMFSS2O6/ilxYVERP+87sDtduOtqMAd5i8E0brroeuB2vXqd1zvJSJS35QEiIhIo1cUn8TGU4axsd9QWmRtInV9Jh3WfE2n1cvJPqltoNRoj2MqNRoRFUNpcVHla5/XV5kAiIg0dkoCRESk6XC72dOuC3vadQmUGl1N6vpM+nw2l55LP2J7557+UqMtWtdYajSlaw82r1xO19POYOf3lmapHerpJEREgk9JgIiINEn+UqOD2Nx7IEk7s2i3fiVtNq6hnV1JfnJLtnY/UGo0+rD9O/UfzNbvVvL243eBD9J/cxsbln5CWUkxvYafW89nIyJSt5QEiIhI0+ZykZOSSk5KKmsHn03rH9aSun4lPZd+hFm+iJ0durPFpLGvdYeDRgdcbjfDrx1z0KGSW6cecviLJj1ySNs1j/+17s9DRKQOKQkQEZGQUR4RyZYe/djSox/xe3eRuiGT1hvX0HrTWgrjEtnaPY2sbr0pia27UqMiIg2RkgAREQlJ+c1PYm3zs7ED0mn143pS12fSfcViun3zGbvbdmJr977sbt8Fn1uLgUWk6VESICIiIc3r8bC9Sy+2d+lFdF42qRtW0XbDKk5Z+DYlUTFkdetNVvc0ChKbOx2qiEidURIgIiISUJSQzIZTh7Ox/xm02PoDqesz6bh6OZ1XLWNfq1S2dk9jZ0dzTKVGRUQaIiUBIiIi1fjcbna378ru9l2JKNxP20Cp0bTF71O25EO2d+nF1u5p5DVPqbHUqIhIQ6QkQERE5ChKY+LYlDaYTX0GkbxzK6l2JW03rKb9um8pjYymJCaWkug4SqJjKYk58DOW0ui4ym3l4RFKFkSkQVESICIiUhsuF9kp7chOaecvNbppLfH7dhFZWEBk0X5ic/cRWVSA21txSNeKME9lclA1YSitnjhExeJzux04OREJNUoCREREjlF5ZBRbevQ/dIPPR3hpMRGBxCCyqIDIwsDPogIiCwuIzd1Ls+0/EVFafGh3oDQqhpLoWEoPO8IQ+Bkd61+XoNEFETlOSgJERETqistFWWQ0ZZHRFCS3OPquFeWVicHPCYP/ecSBhCFnb2B0wXtI/3JPuH8k4TAjDCXRsZWjDKVRMRpdaIR8Xi+L/zGDvVs34/Z4SL9uHIknta7cvnnlMr5+9w3cYWGYoWfRa/hIKsrK+HjWn8nbvZOI6GjOuHo0Sa3aOHgW0pApCRAREXGAL8xDcVwixXGJNezoI7yk2J8oVEsSDiQPcdl7aL7tR8JLSw7t7nJVji5UTRhKo2MpPjAlKZAwqOpRw7Hp26WUl5Vyye+fYOf3li/feInzxt0DQEV5OV+8PpP/d+8f8URG8p/Hf0/Hvqfxw9dfEB4ZxaX3PEnOjiw+e+0vXDjhAWdPRBqsoCYBxpibgDuAfOBqa+3mKtsGAdOAKGtt/yrt9wNXANuAK621+4IZo4iISIPmclEWFU1ZVDT7k1sedVd3eRmRRYX+ROEwIwyRRQXEZ+8moqgQt+/wowtVpxyVVnl+0ChDVAxodCGodmxYS/vepwDQqoth148bK7fl7NhK4kmtiYyNAyClW0+2b/iOfdu30L73qQAkpbQlZ8fW+g9cGo2gJQHGmJbAJKAfkA48BVxaZZcfgEeB/6vSpx9wHpAGjAbuAyYGK0YREZGmxOsJpyg+kaL4WowuFBcF1irsP+yUpPjs3URmbSK8rPTQ7i4XJVEx/PBRC7zRsbjjE/yPhISfnwdeuyIig3S2TVtpcSER0TGVr91uN96KCtxhYZQWHbwtIiqa0qJCWrTrxI+Zy+nYfxC7flhPQfY+vN4K3LrrtRxGMEcCRgLzrLVFxpj5wCxjjMta6wOw1u42xmRW63MB8Ka11muMeQP4kmpJgDEmCUiq2jZjxoyU9PT04JyFiIhIU+NyURYdQ1l0DPupxehCtSQhIvC8RbSLoj37qNiWhXd/Phxm7YIrMgpXfDzuhETc8fG44w/8TPi5LSERV0wsLo0uVIqIiqG0uKjytc/rwx3m/zIfEX3wttLiIiJiYunUbxDZ27fy3z/eR0rXnrTo0EUJQAPQUGfGBDMJaA1sBwh8qc8GmgN7aujzWaDPXmNMs8PsMx6YXLVhxowZpKenk5wcWxdxixyzli3jnQ5BQpg+fxJMXk84RQlJFCUkHbJt5PCelc99Xi8V+/dTnpNDeW7uzz8Dj4rcXMp3bKPUrsVbfGhlJNxuPAkJeBIT8SQlEZaY6H9+4JGUVPnTHdH01y6kdO3B5pXL6XraGez83tIstUPltqSUVHJ3bae4IJ/wyCi2r19D35EXs2vzBlp37cnQK25k1+aN5O3e4eAZ1I+G/vevIc+Mqc+FwS7g0EsEx24aMKtqw+jRowcAs7OzCygvr4u3ODYN/QMowbd7d75j763Pn+jzJ046+PPnguhk/yPF3xIWeFTlKy3Bm5eHNz/wqPK8Ij+Psj178f6wCd/+fPD5DnlPV1QU7vgEIpsl07fUHVjsHKiQVKVSUllUdKMto9qp/2C2freStx+/C3yQ/pvb2LD0E8pKiuk1/FxO/9X1vPf0g/h8XnqccTZxyc0J84Sz/J3XWLngHSJiYkm/bpzTpxF0Tvz983jcJCfHMnfu3JTx48d3rLY5x1qbU+V1UGbG1Ml51PUBq9gGDAEwxriBZCC7Fn3aBvq0APZW3yHwi82p1px6YqGKiIhIfXFFRBLWoiVhLY4+Fcnn9eLbvz+QIOTizc/Hmxf4mZ+Hr7iAhL07iNyyH0952SH9vS43pdExBy12/vl53EH3YvB6GlbBRJfbzfBrxxzUltz65687HfsOpGPfgQdtj45PYNTE/0Pqx5QpU2YfpvlB4IEqr4M1M+aEBfMTvwCYbIyJAUYAi4EJxpgsa+3rR+gzB5hhjHka/zyoOUGMT0RERBowl9uNK8G/wPhw1/tatozn7U/XAhBWVvrzjdmq3KAtIrDwOaogn8Q9O4goKuBwYwNlEZGH3Gfh5xKqP48wlEVGNdrRBalbkyZNunz8+PFfVWvOqaFbXc2MOWFBSwKstXuMMU8ASwkshKDKUIYx5q/A6UAnY8w3wFhr7RfGmPeATPyjAlcEKz4RERFpOirCIyhMbEZh4tEvmrq8XiKKC4ksDNxvobI60s/Pk3ZvJ7JwP2EV5Yf097rdP48kVN534eARhgNtvrCGNbogdSsjI2NHRkbG5hp2C8rMmLoQ1E+ntXYmMLNK0+1Vtv32CH0eBh4OZlwiIiISmnxut/8Le0xcDTv6/KMLB40sHJwwRO3PJXH3NiKLCw97iNKIKEpiYimtvJvz4acklUVodKEJa7AzY5SiioiIiFTnclEREUlhRGQtRhcqiCgqPChhiKiWPCTtyiKyqOAIowthh65ZCCQPxTGxP09Jio7FF6aSn41JQ54ZoyRARERE5AT43GGUxMZTEltDtSyfD0+1tQsRgbULB9pi8rNJ3rWViCr3AaiqNDKqMiHY1aEbP/U6NQhnJHWpoc6MURIgIiIiUh9cLsojIimPiKQgqfnRd62oIKK44OfpR1UWO/+cMOTUT9zSJCkJEBEREWlgfGFhlMQmUBKb4HQo0kTp/twiIiIiIiFGSYCIiIiISIhREiAiIiIiEmKUBIiIiIiIhBglASIiIiIiIUZJgIiIiIhIiFESICIiIiISYpQEiIiIiIiEGCUBIiIiIiIhRkmAiIiIiEiIURIgIiIiIhJilASIiIiIiIQYJQEiIiIiIiFGSYCIiIiISIhREiAiIiIiEmKUBIiIiIiIhBglASIiIiIiIUZJgIiIiIhIiFESICIiIiISYpQEiIiIiIiEGCUBIiIiIiIhRkmAiIiIiEiIURIgIiIiIhJilASIiIiIiIQYJQEiIiIiIiHGE8yDG2NuAu4A8oGrrbWbq2zrBLwGxAFPW2tnGmMigX3A+sBur1trHw9mjCIiIiIioSZoSYAxpiUwCegHpANPAZdW2eVp4EHgU+AbY8x/8Y9MLLPWjghWXCIiIiIi9aWhXhQP5nSgkcA8a20RMB8YaoxxAQR+DgHmW2sLgQWB/ROBnCDGJCIiIiJSL6pcFB8IPIT/onhVBy6KDwLuMsa0wP99eJm1tn/gEZRZMcFMAloD2wGstV4gG2ge2NYcyLbW+gKvs4A2+E86zRiz3BjzkTGmR/WDGmOSjDEdqz4WLVqUEsTzEBERERE5Hg32onhQ1wRU4wK8NWzLBK4CvgEmAtOBs6vtOx6YXLVhxowZpKenk5wcW5fxitRay5bxTocgIUyfP3GSPn/iJCc/f3Pnzk0ZP358x2rNOdbanCqvD7oobow5cFF8D7W4KA7kAWOttevqOv5gJgHb8Gc3GGPcQDL+0QCAvUCyMcYdGCVoC3xurS0FlgX6zAJuO8xxpwGzqjaMHj16ADA7O7uA8vIj5RnBoz+Asnt3vmPvrc+f6PMnTtLnT5zkxOfP43GTnBzLlClTZh9m84PAA0fpXlcXxU9YMJOABcBkY0wMMAJYDEwwxmRZa183xnwOnGeMWYR/6GOyMWYU8IW1di/+k/+q+kED2VVOtebUoJ2FiIiIiEg1kyZNunz8+PHVv6vmVHsdrIviJyxoSYC1do8x5glgKYHV0PizmQMm4l8N/QTwmLV2rzEmB/i3MSYF/9DJdcGKT0RERETkeGVkZOzIyMjYXMNuQbkoXheCuibAWjsTmFml6fYq2zYDp1fbfzH+cqIiIiIiIo1aQ74oXp8Lg0VEREREQkpDvSgezBKhIiIiIiLSACkJEBEREREJMUoCRERERERCjJIAEREREZEQoyRARERERCTEKAkQEREREQkxSgJEREREREKMkgARERERkRCjJEBEREREJMQoCRARERERCTFKAkREREREQoySABERERGREKMkQEREREQkxCgJEBEREREJMUoCRERERERCjJIAEREREZEQoyRARERERCTEKAkQEREREQkxSgJEREREREKMkgARERERkRCjJEBEREREJMQoCRARERERCTFKAkREREREQoySABERERGREKMkQEREREQkxCgJEBEREREJMUoCRERERERCjJIAEREREZEQ4wnmwY0xNwF3APnA1dbazVW2dQJeA+KAp621MwPt9wNXANuAK621+4IZo4iIiIhIsDTU78NBGwkwxrQEJgEDgYeAp6rt8jTwIDAIuMsY08IY0w84D0gD3gbuC1Z8IiIiIiLB1JC/DwdzOtBIYJ61tgiYDww1xrgAAj+HAPOttYXAgsD+FwBvWmu9wBvAhUGMT0REREQkmBrs9+FgTgdqDWwHsNZ6jTHZQHNgT+BntrXWF9g3C2gT6PNZoM9eY0yz6gc1xiQBSVXbZs6c2W7o0KGEhTm3xKFNfLRj7y3O83icXV6jz19o0+dPnKTPnzjJic/fge+bH330Ueqtt97asdrmHGttTpXXQfk+XBeCuiagGhfgPY5t1Y0HJldtWLBgAUOHDiUhwbk/BFf07+jYe4vzkpNjHX1/ff5Cmz5/4iR9/sRJTn7+XnzxxX8epvlB4IGjdKur78MnLJhJwDb8QxwYY9xAMpAd2LYXSDbGuANDHW2Bz4GowHOMMS0C+1U3DZhVtSEvLy9u79695zZv3nwFUFbnZyIiIiIi4he+Y8eOUxITE+cD+6tty6n2Oljfh0+Yy+fz1bzXcQgE/TnQHxgB3BB4nWWtfd0Y8xbwIrAI+Bb/L6gtMAMYCowBOltr7wxKgCIiIiIiQdSQvw8HbSTAWrvHGPMEsJRASSRgYpVdJuIvifQE8Ji1di+w1xjzHpCJP3O6IljxiYiIiIgEU0P+Phy0kQAREREREWmYdMdgEREREZEQoyRARERERCTEKAkQEREREQkxSgJEREREREKMkgARERERkRBTn3cMlhBijEkC2ltrM52ORUKPMaYD0NVa+5HTsUjoMcYMBFpba99xOhYJLcYYF3AhEGWtne10PNKwqUSo1LlAAvAvoBjoDlxirbWOBiUhxRgzAHgDmA/8zlqb73BIEiKMMX2AM4GzgU7Ar/T3T+qLMaY5/htSXQskADdbazc4G5U0VJoOJHXKGNMMGA+st9ZeDMwCjIMhSWjaA7wLrFICIPXJWrsKeC7w9+9L9PdP6pG1dq+19k1r7UX470rbz+GQpAHTdCCpa+cDEcDzgddtgBbAfx2LSELRQKAEWAL+IXJrrYY9pV5Ya73GmCjAC5yM/v5JPTHGtMM/CpALtAO2OBuRNGRKAqTOGGPigB7ARmvt2kDzhcDFjgUlIScwHN4P/z9+qwCUAEiwVU00jTFu4H+AtsCTjgYmoWYPMAT/TI9xwDZnw5GGTNOBpC5FAO2B1QDGmNuATGvtakejklBzJhAFfG2tLQsslBMJqioJwCjgZSAd+IO1drODYUmIMMb0N8Z4rLVFwDXAVmA/UOZsZNKQaSRA6lJzoJe1dlng9UTgRgfjkRBijOkElAMdgY1oFEDqiTEmHP/fupHAXuAV/EnoPkcDk5AQuNBxYArkd0BR4HVLa+1uJ2OThk0jAVKX9gAbjTGvGGOmAF9aaxc6HZSEjJHACuBmIM9amx+YliESbG6gKzAUcAFLlABIfQlc6MgHZhtj3gD+Cvxgrf3O2cikoVOJUKlTgepAtwIfAN+pMovUpyrVqUYBl1prNzkbkYQSY0wi/s/fNfhLM37sbEQSSgLroW7GXxUo01qb42xE0tApCRCRJscYE2atrXA6DglNxhgPEB6Yny0i0iApCRARERERCTGaLysiIiIiEmKUBIiIiIiIhBglASIiIiIiIUZJgIiIiIhIiNHNwkREGgljzLPA6UAKUAHsBuYDo621ydX2bYP/plWtgX3A76y1Xx7l2P8DvG6tLTHGdADWAuvx3wRwBXCjtXbPEfqmAdHW2qUneIoiIlJPNBIgItJIWGvHWmv7Ay8AU6y1/a21dx9h94eBt6y1JwNXAd4aDj8OiDr47Ww//HdgXgr84Sh9zwAG13wGIiLSUGgkQESkaSoG4gGstVuBrQDGmIuBO4FU4A1r7V3GmKeAvsBiY8yLwDsHDmKtrTDGLAduD/RPA54H4oCPgf8A9wMVxphR1tqz6+XsRETkhGgkQESkaZoG3GSMec8YU/Uq/QbgHOBk4JfGmBhr7URgGzDMWvvnqgcJ3PjqemBp4PlbwP9aa/sCU621i/h5ZEIJgIhII6EkQESkCbLWrgfSgDnAv40xvw1s2gBcCjyN/2p+vyMcwhhjvgW+AnYAU4DuQOmBtQXW2i3Bil9ERIJL04FERJooa20R8Lwx5jPgn8BfgdfxT+MZD5wEhB+5u+1ftcEYE0bNawtERKQR0EiAiEgTY4xxG2OeNMakBJraAdmB54OAl4FIoGuVbllA2xoObYFEY8xpgfc50L82fUVEpAHRSICISOOXYIzZUOX1WcAS4L/GmFj8CcCB6UBPAF8Cq4B1VfrMAuYaY57HP2pwCGttqTHmV/hHF8KA5cDNwDzgLmPMECDdWltRZ2cmIiJB4fL5fE7HICIiIiIi9UjTgUREREREQoySABERERGREKMkQEREREQkxCgJEBEREREJMUoCRERERERCjJIAEREREZEQoyRARERERCTEKAkQEREREQkx/x/pvXRMMoWgBQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwEAAAF3CAYAAAD9+0fgAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAABIdklEQVR4nO3deZzWZb34/9d9zz3DMmwDjMDMgCDLBeaaCymK8K1DknU8+cu2U6dTx9KTpaBRZpbZ4hIpno6nojrW6bSZnVYLpc1ETbNcUbkAYxQGUBhmAJmBWe7798d9Mw4jy7Dc3DPcr+fjcT+Gz7V87vddDlzv+1o+iUwmgyRJkqTikSx0AJIkSZIOL5MASZIkqciYBEiSJElFxiRAkiRJKjImAZIkSVKRSRU6gAMwEHgPsAxoLXAskiRJOjKVApOB7wFbCxzLIdcbk4D3AF8tdBCSJEkqGl8rdACHWm9MApYBbNnSTHt7utCxSJIk6QhUUpJk0KB+kBt7Hml6YxLQCtDenqat7dVJwBe/+Fmam5v4whe+xKWXfpB+/frx5S9/5VXtNm2q561vfRPXX/9lpk07e59v+j//89/89Kd30tTUxNlnn8PcuR9n4MCBB93+S1/6Iv37l/ORj8zpKKuv38itt36ZRx55iGSyhJkzX8+ll86hf//+AGzcuIF/+qfZr7rXXXf9jiFDhuyzvyRJkrrtiFx+fkRvDD733PP461//wpYtW15V9/vf/5aBAwcxdeoZ+7zPT396Jz/5yR1cffW1/Od/fp3a2r9z002fP+j23//+//DLX/7sVeXXXPMJtmzZzH/917e4+eavsHTpU9xyy00d9atW/Z0BAwbyi1/cvctr8ODB3eovSZKk4nZEJwEzZ76BZLKEJUvufVXd7353D294wxtJpfY9GfKjH32P973vA0ydegaTJx/Lpz51Hffe+wfWr19/QO0bGxv55Cev5Pvf/y5HHTVil75NTdsYMWIk8+ZdzfjxE5gy5TW8+c3n8+ijf+1os2rV3zn66LEMGzZ8l1cikehWf0mSJBW3vCYBIYSLQghPhRAeDCGM7VI3KIRwZwjhiRDCL0MIe15bc4AGDBjAtGln88c//m6X8nXr1vL0009x7rnnAdklRG9721t2e4/6+o2sXVvHiSe+tqNs/PgJDBw4iKeeevyA2tfW/p2ysjK+/e3vU1VVvUv//v3L+exnv0hNzWgAVq9+gUWL7uKUU07raLMzCdid7vSXJElSccvbnoAQQiUwDzgJmAHcAlzQqcnngD/HGC8MIUyJMebl6KU3vvFNXHPNx9myZQuDBg0CsrMAY8cew+TJUwC4/PKP0dq6++VeGzZsAKCy8qhdyocNG86GDS8dUPuTTnotJ5302lf17WrevMv5858fYNSoKi6++NKO8tra5+jbtx8f/OD7eOml9YRwLJdddkXHwH9f/SVJklTc8jkTMAu4O8bYDNwDTAshJDrVv43ccUsxxmd3d4MQwpAQwtjOr3vvvXfk/gTxutedyYABA3ZZEvS7393Duee+qeN6wIABVFRU7Lb/jh3bASgrK92lvKyslJaWloNuvzeXXPJRvvrVbzF8eCVz515KW1sbALW1tTQ1NfGRj8zli1/8MokEfOQjH2Lr1q3d6i9JkqTils/TgUYB6wBijOkQQgMwDNgYQhgAtACfCCFcAPwqxvip3dxjDnBt54KFCxcyY8YMKirKd/umffuWkk6XUln5yuqiN7/5zdx//x/513/9Z1auXMmqVX/nXe+6cJc2ezJiRDY5GDiwjKFDX2mfTrczfPiQV91jf9uXlaXo379st7FUVp4MwAknTGb69OnE+AQzZsxgyZL7KCkpoaysDIAzzngtM2bM4G9/e4ALL7xwn/0lSZJU3A7nEaEJYOeZnv2BSuB3wFeA34cQ/i/G+GiXPrcC3+lccPHFF58K3NnQsG23R4Ru397Kjh2tbNjwyrfi06e/gQ9/+CKee24Nd9zxf5x88qmUlJTv0mZPSksHALB8+fOMH//Kt/svvvgS/foNetU99rd9S0sbTU0tHeVbtmzm4Yf/zOtfP4tkcudETV8GDRrM88+v7dS/DdjRcZ+RI0fx3HPP89xza7rZX5IkSXuSSiX3+KXzkSCfy4HWAtUAIYQkUAE05Oo2AI0xxvtjjJuA+4AJXW8QY2yMMdZ2fs2YMWP3R/LsxbHHHkdVVTUPPLCEP/3pD7ssBdqXYcOGU1VVzRNPPNZR9txzK3n55a285jUnHHT7rrZu3cp1113D0qVPdpStW7eWxsYGxo4dx4YNL/HGN56zy/2bmraxevULjB07bp/9JUmSpHzOBCwGrg0h9AdmAkuAuSGEuhjjHSGEh0IIs4E/AtOAb+QxFmbNms2dd/6Ql156kRkzXr9L3csvv0xra+se9wW87W3v5L//++uMHDmKoUOH8aUvfYGZM9/AyJEjd9t/X+33prq6hjPPPIubb76Rq676NAC33HITp59+BsceexwAkyZN5tZb5/Oxj11Nnz59+MY3/ouhQ4dxzjn/j1Qqtc/+kiRJKm55SwJijBtDCDcBDwNbgXcDV3RqMhf4X7LLgf4nxvh0vmKB7ClB//3fC5k1azb9+vXbpe4//uPLPPbY3/jJT361274XXvhONm9u5PrrP0tbWxtnnnk2V175iT3231f7ffn0pz/PbbctYN68y2ltbeXss2dw+eUf66j/3Odu5L/+61Y+8Ym5bN/ezKmnns4tt9zW8cyDffWXJElScUtkMplCx7C/zgKW7GlPgCRJknSwOu0JOBu4v8DhHHJH9BODJUmSJL2aSYAkSZJUZEwCJEmSpCJjEiBJkiQVmcP5sDBJkiTpiBRCuAi4nNypmDHG2i51FwFVwGdijN/JlX8aeAfZ52u9M8a4KYQwDvgBMABYEGO8PR/xOhMgSb1cOp1m/vzrufji9/ORj3yINWtWv6rN9u3b+fd//wDPP18LQEtLC5/97Kf40If+lblzL2X16hcOc9SSdOQIIVQC84DTgc8Dt3SqKwOGkn0u1hnAghDCwBDCScC5wAnAz4Brcl0WANcBU4FPhBCG5yNmkwBJ6uWWLLmXlpYWFi78Npdc8lFuu23BLvXLlj3DpZd+kLq6uo6yX/3qZ/Tr159vfOM7zJ07jwULvnR4g5akI8ss4O4YYzNwDzAthJAAiDG2xBi/FGNsjzHWAbXAUcB5wE9ijGngx8Cbc33OAO6JMTaRffjurHwEbBIgSb3ck08+ztSpZwBw3HHHs2zZs7vUt7S0cP318xkz5uiOslWrVvG6150JwJgxY6mtXXX4ApakXmTRokUjQwhju7yGdGk2ClgHkBvUNwDDut4rhDAYqCSbCHTuU092tmAY0BBj3PkgrzqyS4gOOZMASerltm3bRnn5gI7rZDJJW1tbx/UJJ5zEiBEjd+kzceIkHnxwCZlMhqVLn2Ljxg20t7cftpglqbeYP3/+ncCqLq85++iWAHb3VNtPAQtjjN39C3dP9zloJgGS1MuVl5fT1NTUcZ3JZEil9n7uw3nn/SPl5eV89KMX88AD9xHCZEpKSvIdqiT1OvPmzbsQGNfldWuXZmuBaoAQQhKoIDsb0CGEcB4wHbhxN32GA/W5V0XuHuTq1x3SD5RjEiBJvdzxx5/IQw89AMDSpU9xzDET9tln2bJnOOGEk7jttm9wzjkzqaqqzneYktQrzZ49e32MsbbLq7FLs8XArBBCf2A2sASYG0J4B0AI4Wyyg/8LYoytuT53AW/LDfjfAdyVWwb0AHBu7l6zcvc+5DwiVJJ6uenTZ/LIIw9zySUfIJPJcPXV17J48d00Nzdx/vkX7LZPTc0YvvnNr/PDH36PAQMG8slPfvowRy1JR44Y48YQwk3Aw+SOCAWuAAghDAN+Q/Yb/btym3+/G2NcEEL4NfAk2VmBd+RudwXZI0JvAm7I7Rc45BKZTGbfrXqWs4AlDQ3baGvLyxIpSZIkFblUKklFRTnA2cD9BQ7nkHM5kCRJklRkTAIkSZKkImMSIEmSJBUZNwZLkiTtRTqd5uabb2TlyhWUlpZy1VWfpqZmdEf9j370Pe6665cMGTIEgI9//Gqqq0dz001fYPXq50kmS7j66muprq4p0CeQXs0kQJKOYOntzbSvrSO9uZHU2GMoqRha6JCkXmfJkntpaWlh4cJvs3TpU9x22wJuvPGWjvrlyyPXXHMdkydP6Si77757Afja127n0Uf/yn/+5y279JEKzSRAko4Q6eYm2upW07ZmDW11L9Bet4b2DS/t0iY5vJKySZMpnTiZ0gkTSfbtV6Bopd7jyScfZ+rUMwA47rjjWbbs2V3qY3yW733v29TX13PmmWfx3ve+n+nTZ3DmmWcB8OKL66moGHbY45b2xiRAknqh9LaXaVuzOjvozw3805s2dtQnh1SQqh5Nn5NPI1UzmuTAQbSuWknL8mVsf+Rhtj+4BJJJUmPGdiQFqdFjSPjUYOlVtm3bRnn5gI7rZDJJW1tbx5O5X//6WVxwwdspLy/n6qs/xgMPLGHatLNJpVJ84QvXct999/KFL9xUqPCl3TIJkKQeLr11yysD/tzPdOMrT6NPDh1GqmY0qalnkKoeTaq6huSAga+6T6pmNP3OnkmmrZXW52tpXf4srcsjTb9dBIt/Q6JvP0onTKR00hTKJgZKhlcezo8p9Vjl5eU0NTV1XGcymY4EIJPJ8Pa3v5sBA7JJwhlnnMWKFZFp084G4JprrqO+fiMf+tC/8r3v3Um/fs6+qWcwCZCkHiKTyZDesnmXAX973WrSWzZ3tEkOryQ1dhyp6unZgX/VaJL9++/X+yRSpZSNn0jZ+IkwOzur0LpyOS3Ll9G6fBktS59kG5AcOpyySYHSSZMpnTCJZL/9ex/pSHH88SfywANLeP3r/4GlS5/imGMmdNRt27aNf/mXd3QM8B999BHOO+8fufvuX7Nhw0u8973vp2/fviSTSZJJD2VUz+ETgyWpADKZDOnGBtrWvEBb3ZqOQX/m5a3ZBokEJZUjsgP96hpS1aMpqa7J+xr+TCZD+4aXaF2RTQhan1tBZscOSCRIjT6a0kmTKZs0mdSYsS4dUtHYeTrQc8+tJJPJcPXV1xLjMpqbmzj//Au4++5f85Of3EFpaSmnnno6//ZvF9Pc3Mz111/Hpk31tLW18Z73vI+zz55R6I+i/XCkPzHYJECS8iyTyZCu35gb7L+Q27i7mkzTtmyDZJKSo0ZmB/s1Y7JLeqqqSfTpU9jAgUx7O23Pr6JlRaR1+TLaVj8PmQyJPn0pHT+R0kmBsklTSA6vJJFIFDpcSTpkTAJ6HpMAST1WJp2mfeMG2jut32+rW0Nme3O2QUkJJSNH5dbuj85+0z+qikRpWWED76Z0UxOtK5fTumIZLcuXkd5UD2Q3Iu+cJSidEEiWlxc4Ukk6OCYBPY9JgKQeIZNO0/7Si7ts2G1fuya7fAYglSI1quqVwX71aEpGjiKRKi1s4IdQ+8YNuVmCZ2lduSKb7CQSpKpHUzopUDppCqVHjz2iPrOk4mAS0POYBEg67DLt7bS/uC67pGfnOv61a6C1NdugtJRUVU2nJT01lIwYVVTr5jPt7bStfqFjlqDthVpIp6G0jNLxE7KzBJMmU3LUSJcOSerxTAJ6HpMASXmVaWulff26Xb7hb1u3FtraAEj06UNJVc2u3/BXHlVUA/7uSDc30/rcileWDm3cAEBy0ODsiUOTJlM2Mez2OFNJKjSTgJ7HJEDSIZNpbaFt3dpdHrzVvn4dtLcDkOjb75XTeXYO+IdXkvCov/3W3rApewTp8mW0roxkcueul1TVUDYxdxTpuPEkSl06JKnwTAJ6HpMASQck07KDtrV1u57D/9L67JIVING/P6nqMaRqajo27iaHDnPAnweZdJq2utUdSUHb86uyiVeqlNJjxlM6MbvJuGRUlUuHJBWESUDPYxIgaZ/S25tpX1v3yvr9Natp3/Ai5P7OSwwY2LGUZ+c6/uSQCgecBZLZsYPWv6+gZXn2KNL2l9YD2f+fyiZNpnRioGzSZJKDBhc40t5vcEV/ylIuXVPv0tLWzuaGpn03PISO9CTAJwZL6vXSTU20rV29yzf8O9efQ3YNekn1aMpOPLljHX9y0GAH/D1Iok8fyqYcR9mU4wBob2ygNfdsgpb4LDsefQSAkpGjcnsJJlN6zAQSZb3jaNWepCxVwoL7ni10GNJ+mTt9SqFDOOKYBEjqVdLbXt5l/X7bmjWkN23sqE8OqcgO9E85/ZUlPYMGFTBiHYiSIRWUnPY6+p72uuxRrOvqsnsJli9j+wNL2H7fH6EkRem4YzqSgpKqapduSVI3mQRI6rHSW7bsekJP3WrSjQ0d9cmhw7Pr96ee0bGsx5NmjjyJZLIjoWPmP5BpaaF11XO0LH+W1uWRpt/8kiZ+SaJ8AKUTJ1E2aQqlEwMlQyoKHbok9VgmAZIKLpPJkN7cuMsZ/O11q0lv2dzRpqTyKFJjx5GqPic78K8aTbJ//wJGrUJJlJVRFqZQFrLLA9JbNuceWJbdZNzy+KMAlBw1ktJJIbt0aPxEEn36FDJsSepRTAIkHVaZTIZ0Y0OnDbvZn5mXt2YbJBKUHDWC0gmTOjbsllRVk+zbr7CBq8dKDhpM31NOp+8pp5PJZGhfv65jlmD7Qw+y/f4/QUkJqaPHdWwyTtWMcemQpKJmEiApbzKZDOn6jZ3W72d/7jwfnmSSkhEjKZt87CsP3qqqJlHmN7Y6MIlEgtSoKlKjquCc15NpbaW19u/ZWYIVy2i6+y64+y4S/frnlg5NpnTiZEqGDit06JJ0WJkESDokMuk07Rs3ZB+21bGGfw2Z7c3ZBiUllIysouy4E18Z8I+qIlHq6S7Kn0RpKWUTA2UTA+WcT/rlrbSuiNlNxisiLU8+DkByeGV22dCkyZROmOjMk6QjnkmApP2WaW+nfcNLryzpqVtN+9o1ZHbsyDZIpUiNqqLPSafkHrw1hpKRI0mkfBKsCis5YCB9Tj6VPiefml069NJ6WpdHWpY/y/a/Psz2Py+BZJLUmLG5pxhPITV6DIkSz9WXdGQxCZC0V5n2dtpfXNfphJ41tK1dA62t2QalpaSqauhz6tSOE1xKRox00KQeL5FIkBoxitSIUfQ7ewaZtlZan6+lNXcUadPv7obfLiLRtx+lEya+8hTj4ZWFDl2SDppJgKQOmbZW2tev2/Uc/nVroa0NyD7QqaSqhr6vm9axpKekcoQbLHVESKRKKRs/kbLxE2H2W0hv20bryuW5TcbLaFn6JNuA5NBhnZYOTfKUKkm9kkmAVKQyrS20rVu7y4C/ff06aG8HING3H6nqGvpNO4dUdQ0l1aMpGV7pgF9FI1leTp8TT6bPiSdnN7lv3NDxwLIdj/+N7Q8/AIkEqdFHUzoxUDZpMqmjxzkLJqlXMAmQikCmZQdtdXW5E3py5/C/tB7SaQAS/fuTqh5D2fSZpKrHZB+6NWw4iUSiwJFLPUMikaCk8ij6VR5Fv2nTybS30/ZCbUdS0PyHxTT//h4SffpQOj67dKh00mRKKo/y90gqEiGEi4DLga3Au2OMtZ3qpgK3An1jjCfnyuYDb8g16Qv0jzEeHUK4AXg7sCVXNzPG2Hio4zUJkI4w6e3NtOc262a/5V9D+4YXIZMBIDFgIKma0ZS95viOJT3JIRUOVKT9kCgpoXTceErHjYc3nke6uYnWlctzm4yX0fLMUgCSQyoonTQ5u8l4YiBZPqDAkUvKhxBCJTAPOAmYAdwCXNCpyd+B64HP7SyIMc7r1P9zwPLc5WDgAzHGP+Uz5rwmAfvIiA5LliMdydJNTa+s3c8N+tMbN3TUJwcNzg74Tzw5eyRn9WiSgwY74JcOsWS//vQ5/iT6HH8SAO31GztmCVqefJwdf/lzdulQdU12L8HEyZSOHeeJWdKRYxZwd4yxOYRwD/CdEEIixpgBiDFuCCE8ubuOIYQRwIwY42dyRYOBxnwHnLckoBsZ0WHJcqQjRXrby7tu2F2zmvSm+o765JCK7ED/lNNzD90aTXLQoAJGLBWvkmHD6XfGWfQ746zs0qE1L2RnCVY8S/O9v6f5D7+F0jJKx0/oOIq0ZMRIE3SpB1q0aNHIOXPmjO1S3Njly+tRwDqAGGM6hNAADAM2duMt3gt8r9P1YGB+CKEG+EGM8QsHGvve5HMmYK8ZEd3IckIIQ4AhncsWLlw4csaMGYc8WKknSW/ZQlvdC7StWdMx6E83NnTUJ4cOJ1UzhtTUM7M/q2tcZiD1UImSEkqPHkfp0ePo/w/nkt7eTOtzK2ldkZ0p2LbsGeBnJAcNpnRi6Fg+lBxoEi/1BPPnz79zN8XXAZ/dS7cEkO7mW7wF+JdO1x8DNgF9gHtDCPfGGO/v5r26LZ9JwL4you5kOXOAazsXLFy4kBkzZlBRUZ63wKXDJZPJ0NbQwPbnn2d7bW329fzztDU2drQpGzmSAZMDfY8+mr5jx9J3zBhKyv3vX+q9BsLoo2DGmQC0btzIy08/zbann6bp6afZ8be/ANBn9GjKjzuO8te8hv6TJpEs8+naKm6VlQML8r7z5s27cM6cOX/tUtzY5XotcAZACCEJVAANdM8xwAs7L2KMy3b+OYSwGJgM9KokoKuuGVF3spxbge90Lrj44otPBe5saNhGW1t3EywVUjqd5uabb2TlyhWUlpZy1VWfpqZm9C5ttm/fzty5H+aqqz7D0UePBeB///fb3H//fbS2tnLBBW/jzW/+p8Mf/CGUyWRIN2zqtGE3+zOz7eVsg0SCkqNGkDpmIn1y6/dLqqpJ9u0HZH95moCmpjQ0bS3Y55B0qPWBY19Ln2NfS9n/l6atbg2ty5+ldUVk0+LFbFq0CFKl2Y3IkyZTNilQMqr6gJcOFWogJR2sDRsO7799qVSSiopyZs+evX727Nm1+2i+GLg2hNAfmAksAeaGEOpijHfsqVMIYSDQsnOlTAihAjgnxvjzEMJQsitrvnEoPk9X+UwC9poRdSfLya21auxy35q8RKu8WbLkXlpaWli48NssXfoUt922gBtvvKWjftmyZ5g//wY2bHipo+zRR//KU089yde+9t9s376dH/7wfw9/4Achk8mQrt+464C/bjWZpqZsg2SSkhEjKTv2OFLVNdlTeqqqSZT1KWzgkgoqkUxSOnoMpaPHwOvfSGbHDlr/vjK7yXjFMpp+/XOafp095asst3SodOJkSgYPLnToUlGLMW4MIdwEPEzuQBzgip31IYRvAmcC40IIjwGXxhgfBAYAzZ1u1QycE0L4FHAUcEuM8bF8xJzPJGCPGVGu7rBkOSq8J598nKlTzwDguOOOZ9myZ3epb2lp4frr5/P5z3+mo+wvf3mI8eMncPXVH2Pbtm1ceunlhzXm/ZFJp2nf+BJtdWtoW/NC7njONWS2536nS0ooGVlF2fEnZQf71TWkRlWTKPVUEEl7l+jTh7Ipr6FsymsAaN/cSOvyZbSuyB5FuuOx7AqFkpGjKJ2YnSUoPWaCXyhIBRBjvB24vVPRZZ3qPriHPuuA4zpdbwfm5ivGzvKWBOwjIzpsWY4Kb9u2bZR32rSaTCZpa2sjlcr+53fCCSe9qs/mzY2sX7+OL33pVtatq+MTn7iCH/zg/wp+ckamvZ32DS92nL/fVvcC7WvryOzYkW2QSpEaVU2fk07pOJKzZOQoEikfySHp4JUMHkLJaa+j72mvy34BsW5txyzB9j8vYfuSP0JJitKx43JLhyZTUlXjk74lvUpeRyZ7y4g4TFmOCq+8vJymnctgyC6VSe1jUDxo0GDGjBlLaWkpY8aMpaysD42NDVRUDM13uB0y7e20r1+3y5GcbevqoLU126C0jFRVNX1OnZr7hn909oi/kpLDFqOk4pVIJnPLCWtg5hvItLTQuuq57LMJViyjadGvaFr0KxLlAyidMImySdmnGOOeAEn4xGAdBscffyIPPLCE17/+H1i69CmOOWbCPvuccMJJ3HnnD3nnO/+Z+vqNbN/ezKBB+VvzmmlrpW3dOtp3GfCvhfY2ABJ9+lJSXUPf100jVT2GVE0NJZUj/HZNUo+RKCujLEyhLEyhnOxRwy0rIq3Ln6VlRaTliUcB2DZqFFMqqthYNZZNo0bTXurSIakYmQQo76ZPn8kjjzzMJZd8gEwmw9VXX8vixXfT3NzE+edfsNs+06adzRNPPMoHP/g+0uk0V1zxCUoO0TfsmdYW2tatpW3NC7l1/KtpX78W0tnTphL9+pGqHk2/s87JfstWM4bksOEO+CX1KslBg+h7ymn0PeU0MpkM7evX0bp8GdSuoObZJzj6mb+RTiRpHFHNxqqx1FeNZfPwkeDfdVJRSGQymX236lnOApZ4RKi6I7NjB21r63IP3sp+y9/+0ouvDPj7l3es3U9VjyZVM5rk0GEF33sgSflSWTmQ//jDUwx5aQ3D62oZtraWwfUvAtBS1pdNVWPYWDWO+uqxNA8cUthgpZy506cU7IhQ4GzycE5/oTkToCNGurmZ9rVrOh3JuYb2DS9CLtFNDBhIqmY0Za854ZUB/5AKB/ySik46lWJT1Vg2VY0FoLS5iWHrajuSgpG1ywHYNqiC+qqxbKwey6ZRR9PmqUPSEcMkQL1Sumlb7nSeV87hT2/c0FGfHDyEVHUNfU48mZKa0aSqx5AcNMgBvyTtRmu//qw/5ljWH3MsZDKUb67vSAiqVi5lzLLHSCcSbK6s6kgKNldWkXHpkNRrmQSox0u/vPXVA/5N9R31yYqh2bX7p07tePBWcuCgAkYsSb1YIsG2IcPZNmQ4z7/mVBLt7Qx5qY7ha2sZVlfL+McfYMLjD9BaWsamUUezsXos9dXjaBo4BPyiReo1TALUo6S3bM4N9rNn8LfVrSHd2PGgaZLDhpOqGUPqddM61vEny8sLGLEkHdkyJSU0jBpDw6gxrDhlOqU7mhm69nmG19UyfO0qRrywAoCmAYOprx6bPXWo6mha+/QrcOSS9sYkQAXXsuxpmh9cQnvdatJbtmQLEwlKhldSOvaY3HKe7JN2k/36FzZYSSpyrX368eK4ybw4bjJkMvTf0sCwtdn9BKP+/iyj4xNkEgk2DxvZMUvQWFlFxmeoSD2KSYAKrvWF50lv2kTphPDKU3arakj27Vvo0CRJe5NI0DR4KE2Dh7J6ymtJpNsZvGFdbj/BKo558iEmPPFn2lKlbBo1JrefYBzbBg916ZBUYCYBKrjyWW+ifNabCh2GJOkgZZIlNI6ooXFEDStfexapHdsZuu6F3H6CVRy1+jkAmssHdmwwrq8aS2tfZ3mlw80kQJIk5UVbn768NHYSL42dBEC/LY3ZhGDtKkY8v5yaFU+RAbYMG0F99Tg2Vo2lYUQ1mRKHJ1K++VsmSZIOi+ZBQ1g96CRWTz4J0mkGb1zP8LWrGFZXy9in/sIxTz5Ee0mKTSNHs7E6+8Cyl4cML/jSoUw6zZLvL6R+TS3JVIoZ7/sIg48atUub1h07uGvBtcx430eoGFUDwJ2fm0tZbi/boOEjmPn+yw577NKemARIkqTDL5lk81FVbD6qiudOmkZJ6w6GrlvdsXRoyl/+AMD2fgOypw7llg619Dv8J8Ktevxh2lpbeOsnb+LF5yJ//vG3OfcjV3fUv1S7kiXf+xovN7xyfHVbawsA58/74mGPV+oOkwBJklRw7aV92DBmAhvGTACg78tbGLZ2FcPraqlc/RzVK5cCsKWiMrt0qHosDSNqSKdK8x7b+hXPMua41wIwYnzgpedX7hp7Wytv/PBV/P6/b+0oq19dS1tLdnYg3Z5m6lvfw4jxIe+xSt1lEiBJknqc7QMGUTfpROomnQiZDIPqX2R43SqGra3l6Gf+yrilf6G9pISGETXZpUNVY9k69Ki8LB1q2d7UsawHIJlMkm5vJ5k79nTUhCmv6pMqK+PEWf/ElLP/gc0vruU3X/kc7/z8Vzv6SIVmEiBJknq2RIItw0eyZfhI/n7iGZS0tlCxfnXHU4wnP3IvADv69n/l1KHqsezoP/CQvH1Z3/60bG/uuM6kM/sczA8ZUc3go0aRSCQYMrKaPuWDaNq8iQFDKw9JTNLBMgmQJEm9SntpGRtHj2fj6PEA9Nm2teOBZcPW1lL192cA2DpkeMdTjBtGjqa9tOyA3m/khMnUPvEIE047ixefiwytOXqffZY98Dvq655n+j9fwrbGTbRub6L/4KEH9P5SPpgESJKkXm1H+UDWTjyetROPh0yGgZte6kgKRi97jLFP/5V0soSGEdUdDyzbMmxEt5cOjTv5dax55gl+duMnIAMz/vWjrHj4T7Tu2M6x09+42z6Tz3oDf/z2V/j5TZ8EYMb7PupSIPUoiUwmU+gY9tdZwJKGhm20taULHYskSb1KZeVAFtz3bKHDOGySba1UvLimY5Zg0KaXAGjp04/6qqNzpw6NY/uAQQWOVHszd/oUNmzYeljfM5VKUlFRDnA2cP9hffPDwJkASZJ0xEqnSqmvHkd99TgAypq3vbJ0qK6WUauWAfDy4KEdswSbRo2mvbRPIcOW8s4kQJIkFY2WfuWsG/8a1o1/DWQyDGjcyLC6WobXraJm+ZMc/eyjpBNJGo+qyu0nGMfm4SMhmSx06NIhZRIgSZKKUyLByxWVvFxRyfPHnUaivY2KF+s6Hlg24dH7mfjo/bSW9aG+6mjqq7LPJ2geOKTQkUsHzSRAkiQJyJSk2FR1NJuqjoZTz6F0exPD1j7f8XyCkbXLAdg2cEj2gWVVY9k0agxtffoWOHJp/5kESJIk7UZr3/6sP2YK64+ZApkM5Zs35fYTrKJq5dOMWfYY6USCzZWjqK8aR+1xp9FW5l4C9Q4mAZIkSfuSSLBtyDC2DRnGC8eeQqK9nSEb1jKsbhXD62oZ/8SDNA8cTN3E4wsdqdQtJgGSJEn7KVNSQsPI0TSMHM3KU6aTaG8n43MA1Iu41V2SJOkgmQCot3EmQJIkSTpIIYSLgMuBrcC7Y4y1neqmArcCfWOMJ+fK+gCbgOW5ZnfEGG8MIYwDfgAMABbEGG/PR7wmAZIkSdJBCCFUAvOAk4AZwC3ABZ2a/B24Hvhcp7LBwF9ijDO73G4BcB1wH/BYCOGXMcaNhzpmlwNJkiRJB2cWcHeMsRm4B5gWQkjsrIwxbgCe7NJnMNDYuSDX5wzgnhhjE7A4d+9DzpkASZIkaQ8WLVo0cs6cOWO7FDfGGBs7XY8C1gHEGNMhhAZgGLC3b/AHAyeEEB4BtgCX5to3xBgzuTZ1QNVBf4jdcCZAkiRJ2oP58+ffCazq8pqzj24JIL2PNk8C7wLOJPuN/20HeJ8DYhIgSZIk7cG8efMuBMZ1ed3apdlaoBoghJAEKoCGvd03xtgSY/xLjLEV+A4wGagHKnL3IHfPdYfkg3RhEiBJkiTtwezZs9fHGGu7vBq7NFsMzAoh9AdmA0uAuSGEd+zpviGEt4QQhuUu3wX8NbcM6AHg3Ny9ZuXufci5J0CSJEk6CDHGjSGEm4CHyR0RClyxsz6E8E2yy37GhRAeI7v+vxH4vxDCSLLf9r8v1/wKskeE3gTcEGOsz0fMiUwms+9WPctZwJKGhm20teVliZQkSUesysqBLLjv2UKHIe2XudOnsGHD1sP6nqlUkoqKcoCzgfsP65sfBi4HkiRJkoqMSYAkSZJUZEwCJEmSpCJjEiBJkiQVGZMASZIkqciYBEiSJElFxiRAkiRJKjImAZIkSVKRyesTg0MIFwGXk3tyWoyxdjdtfgpsjjG+P5+xSJIkScrK20xACKESmAecDnweuGU3bV4PjMtXDJIkSZJeLZ/LgWYBd8cYm4F7gGkhhMTOyhBCCfBF4Mt7ukEIYUgIYWzn17333jsyjzFLkiRJR7x8LgcaBawDiDGmQwgNwDBgY67+34GfA2v2co85wLWdCxYuXMiMGTOoqCg/1PFKkiSph6qsHFjoEI4oed0T0EUCSAOEEIYC/wycA5yxlz63At/pXHDxxRefCtzZ0LCNtrZ0XgKVJOlI5UBKvdWGDVsP6/ulUskj+kvnfCYBa8kN8EMISaACaMjVvQUYAvwJGARUhhA+HmP8UucbxBgbgcYu963JW8SSJElSEchnErAYuDaE0B+YCSwB5oYQ6mKM/wP8D0AI4RzgX7smAJIkSZLyI28bg2OMG4GbgIeBTwFXAmOB6ny9pyRJkqR9y+uegBjj7cDtnYou202bP5FdFiRJkiTpMPCJwZIkSVKRMQmQJEmSioxJgCRJklRkTAIkSZKkImMSIEmSJBUZkwBJkiSpyJgESJIkSUXGJECSJEkqMiYBkiRJUpExCZAkSZKKjEmAJEmSVGRMAiRJkqQikyp0AJIkSVJvF0K4CLgc2Aq8O8ZY26luKnAr0DfGeHKubASwEJgCPA+8K8ZYH0K4AXg7sCXXfWaMsfFQx+tMgCRJknQQQgiVwDzgdODzwC1dmvwduL5L2enA54DJwLPAFbnywcAHYown516N+YjZJECSJEk6OLOAu2OMzcA9wLQQQmJnZYxxA/Bk5w4xxl/FGB+NMWaAPwBjclWDgcZ8B2wSIEmSJO3BokWLRoYQxnZ5DenSbBSwDiDGmAYagGH78TZTgcdyfx4MzA8hPBNCuOYgw98j9wRIkiRJezB//vw7d1N8HfDZvXRLAOnu3D+EMBJ4F3BSruhjwCagD3BvCOHeGOP93Y23u5wJkCRJkvZg3rx5FwLjurxu7dJsLVANEEJIAhVkZwP2KoRQCtwJXBFj3AwQY1wWY3wpxrgaWEx2z8Ah50yAJEmStAezZ89eP3v27Np9NFsMXBtC6A/MBJYAc0MIdTHGO3bXIYSQAn4E/CbG+LNcWQVwTozx5yGEoWT3GnzjEH2UXZgESJIkSQchxrgxhHAT8DC5I0J55bQfQgjfBM4ExoUQHgMuBd4CnAdUhRDenmt6JnBOCOFTwFHALTHGx8iDRCaTycd98+ksYElDwzba2rq11EqSJOVUVg5kwX3PFjoMab/MnT6FDRu2Htb3TKWSVFSUA5wNHPI1+YXmngBJkiSpyJgESJIkSUXGJECSJEkqMiYBkiRJUpExCZAkSZKKjEmAJEmSVGRMAiRJkqReKoTw2hDC+Z2u+3ann0mAJEmS1AuFEG4APgrcmLuuAX7cnb4mAZIkSVLvdH6M8f1AM0CMcQ1Q052OJgGSJElS77QthHAUkAEIIZwDtHSnYyqfUUmSJEnKm0uAXwHjQwgrgBLgbd3paBIgSZIk9UIxxr+FEM4EJpFd4ROB9u70NQmQJEmSeqEQwuIY4yzg2U5lfwLO2VffbiUBIYRBwOXAKWQ3HvwBuD3G2K1MQ5IkSdKhEUI4HXgdMDmE8NFOVTXAqO7co7szAT8im2F8FWgD3g+cBnyo29FKkiRJOhSagVayY/mKTuXLgZnduUF3k4CRMcY3dbr+QwjhqW72lSRJknSIxBifAp4KITwTY/zTgdyju0nAgyGEE2KMTwKEEEYCjx/IG0qSJEk6JJ4OIbwfmAqU7iyMMf7bvjp2Nwk4F7gohLANSAB9gEwIYROQiTEO2/+YJUmSJB2Eu4A/AhOB/wBOJbtMaJ+6lQTEGCcccGiSJEmS8qFfjPGTIYSbgMdijL8MIfwB+Py+Onb7iNAQwmuBfyB7BuniGOPfDjhcSZIkSQdreQhhAtlDfL4WQvgNMKQ7HZPdaRRCuAT4DlAO9Ae+nSuTJEmSVBhzgPUxxseAbwJjgPd0p2N3ZwL+HTg9xrgdIIRwPfAQ8PX9DlWSJEnSofDxGOPlADHGXwC/6G7Hbs0E7Kbt/vSTJEmSdOhV5ZYD7bfuzgTMBx7PrTMCmE03NhyEEC4i+6ThrcC7Y4y1ufIk8FngPLI7mL8VY/zWfkUuSZIkFbd64NHcZuD2nYUxxv9vXx279Y1+jPF7wJuBSPZJZOfnyvYohFAJzANOJ5sw3NLpfmngDzHGU4C3AF8OIZR0JxZJkiRJAPyA7Bj9FrJHhO587VO3ZgJCCPfHGM8imwB01yzg7hhjcwjhHuA7IYREjDEDEGO8N9duIvB0jLG96w1CCEPossN54cKFI2fMmLEfYUiSJElHnhjjfQfat7vLgf4YQvjnGOP39+Peo4B1kP3mP4TQAAwDNu5sEEJ4EhhH9sEGuzMHuLZzwcKFC5kxYwYVFeX7EYokSZJ6s8rKgYUOocfY+cBeoIzsg3x35Kr6Ay/EGMO+7tHdJOA84KoQwn+RXW+UYP+fFJwA0p0LYownhBBOB34WQjghxtjWpc+tZI8m7XDxxRefCtzZ0LCNtrY0kiSp+xxIqbfasGHrYX2/VCrZY790jjEOBQgh/ACYG2N8MXd9LHBZd+7R3SRgKvAu4BSgGfh9jPG3++izFjgjF1ASqAAaujaKMf4lhBCB1wH3d6lrBBq7dKnpZsySJEnSkez4nQkAQIzxmRDC67rTsbtJwLeBvsBioA24OoQwPcb46b30WQxcG0LoD8wElgBzQwh1wKPADOBbwHBgGjC3m7FIkiRJPcqeTsXM1U0lu8Klb4zx5E7lnwbeQfbL83fGGDeFEMaR3fA7AFgQY7x9L2/7UAjhJ8D3yZ64eT7wfHfi7W4ScEKM8YROAX8XeALYYxIQY9wYQrgJeJjc/xjAFbnqXwAnAo+R3fh7Tef/oSRJ3ZdOp7n55htZuXIFpaWlXHXVp6mpGd1R/9vf3s2Pf/xDSkpKGD9+AldeeRV33/1rfvObXwHQ0tLCypXL+cUv7mHgQJeKSNL+6nQq5klkv+i+BbigU5O/A9cDn+vU5yTgXOAE4GLgGrJj5QXAdcB9wGMhhF/GGDeye/8OfJDsOLuU7Li7W1+sdzcJeCKEcHSMcWdm0Y9unBSUy1w6Zy+d1yh9pJvvLUnaiyVL7qWlpYWFC7/N0qVPcdttC7jxxuypzDt2bOeb3/wa3/3uHfTt25drr72aBx9cwpve9Bbe9Ka3AHDzzTdx3nn/aAIgSQduX6dibsgdiNPZecBPcgfo/Bj4cwjhSrLL6d8aY8yEEBbn7v2D3b1pbj/t13Kv/dLdJGA82emGtbnroUAyhPC3XACn7O8bS5IOjSeffJypU88A4LjjjmfZsmc76kpLy/j612+nb9++ALS3t1NW1qejftmyZ1i16jmuvPIThzdoSeolFi1aNHLOnDljuxQ35vau7rTPUzF3YxS5/bAxxvoQwtBcn4adyQNQB1Tt6QYhhLeS/eb/tWRPCOoHrIoxvmZfn6u7ScA7u9lOknSYbdu2jfLyAR3XyWSStrY2UqkUyWSSoUOzB7n95Cc/orm5mdNOm9rR9rvf/TYf+MCHDnvMktRbzJ8//87dFF8HfHYv3V51KuYB2td9biU7U/Bx4CLgWOAD3blxt5KAGOML3WknSTr8ysvLaWpq6rjOZDKkUq/89Z5Op/nqV7/C6tXP88UvfolEIgHA1q1beeGFWl772j09qkWSNG/evAvnzJnz1y7FjV2uu3Uq5m76VOf6DAfqc6+KEEIyxpjO1T+wl3vUxRhjbqnRzBjjH0IIM7vxsUh2p5Ekqec6/vgTeeih7L8RS5c+xTHHTNilfv7862lp2cENN9zcsSwI4IknHuXUU08/rLFKUm8ze/bs9THG2i6vxi7NFgOzcqdizuaVUzHfsZdb3wW8LZc0vAO4K7cM6AHg3Ny9ZuXuvSeLQggnA98Fbg4h/AV4ujufq7vLgSRJPdT06TN55JGHueSSD5DJZLj66mtZvPhumpubmDz5WO666xeceOLJXHbZJQBceOG7OOecmbzwwvNUVVUXOHpJ6v32cSomIYRvAmcC40IIjwGXxhgfDCH8GniS7KzAzoThCrIbgW8Cbogx1u/lrW8ku2z/X4HfA8/HGP+zOzEnMpnMvlv1LGcBS3xisCRJ+6+yciAL7nt23w2lHmTu9CmFfGLw2XR5oG1PEUL4HtnNwPeQfZbXe4ElMcbP7KuvMwGSJElS77S7Z3k9DuwzCXBPgCRJktQ7/TWEMKbTdbee5QXOBEiSJEm9SgjhUSADDAIe7vIsrxe7cw+TAEmSJKl3+aeDvYFJgCRJktSLHIpneJkESOoxBlf0pyxVUugwpP3S0tbO5oamfTeUpB7EJEBSj1GWKvHoQvU6c6dPKXQIkrTfPB1IkiRJKjImAZIkSVKRMQmQJEmSioxJgCRJklRkTAIkSZKkImMSIEmSJBUZkwBJkiSpyJgESJIkSUXGJECSJEkqMiYBkiRJUpExCZAkSZKKjEmAJEmSVGRMAiRJkqQiYxIgSZIkFRmTAEmSJKnImARIkiRJRcYkQJIkSSoyJgGSJElSkTEJkCRJkoqMSYAkSZJUZEwCJEmSpCKTKnQAOvKl02luvvlGVq5cQWlpKVdd9WlqakZ31P/2t3fz4x//kJKSEsaPn8CVV14FsNc+kiRJOnAmAcq7JUvupaWlhYULv83SpU9x220LuPHGWwDYsWM73/zm1/jud++gb9++XHvt1Tz44BLa29v32EeSJKmnCSFcBFwObAXeHWOs7VQ3DvgBMABYEGO8PYQwH3hDrklfoH+M8egQwg3A24EtubqZMcbGQx2vSYDy7sknH2fq1DMAOO6441m27NmOutLSMr7+9dvp27cvAO3t7ZSV9eHhhx/cYx9JkqSeJIRQCcwDTgJmALcAF3RqsgC4DrgPeCyE8MsY47xO/T8HLM9dDgY+EGP8Uz5jdk+A8m7btm2Ulw/ouE4mk7S1tXX8eejQYQD85Cc/orm5mdNOm7rXPpIkST3MLODuGGMzcA8wLYSQAMj9PAO4J8bYBCzOtSdXPwKYEWP8Xq5oMNCY74CdCVDelZeX09TU1HGdyWRIpV75Ty+dTvPVr36F1auf54tf/BKJRGKffSRJkg6HRYsWjZwzZ87YLsWNXZbojALWAcQY0yGEBmAYsDH3syHGmMm1rQOqOvV9L/C9TteDgfkhhBrgBzHGLxyqz9KZMwHKu+OPP5GHHnoAgKVLn+KYYybsUj9//vW0tOzghhtu7lgWtK8+kiRJh8P8+fPvBFZ1ec3ZR7cEkO5m3VvIzh7s9DHgPcAbgfeHEM7a/6j3za9WlXfTp8/kkUce5pJLPkAmk+Hqq69l8eK7aW5uYvLkY7nrrl9w4oknc9lllwBw4YXv2m0fSZKkw23evHkXzpkz569dihu7XK8lu+SHEEISqAAacnX1QEUIIRljTAPVwAOd+h4DvLDzIsa4bOefQwiLgcnA/Qf/SXaVyGQy+27Vs5wFLGlo2EZb254SLEm9UWXlQBbc5yZw9S5zp09hw4athQ6j2/w9U29UiN+zVCpJRUU5wNnsYxAeQhhOdmB/MjAT+EDuui7GeEcI4afAt4B7gceBM2KM9SGEgcDjMcbxuftUAOfEGH8eQhgKPAK8Lcb42KH+fC4HkiRJkg5CjHEjcBPwMPAp4EpgLNlv/QGuAK7J1d8QY6zPlQ8Amjvdqhk4J4TwCPAY8JV8JACQ5+VA+zgv9SLgIrIbIz4TY/xOPmORJEmS8iXGeDtwe6eiyzrV1QJn7qbPOuC4Ttfbgbn5i/IVeZsJ6HRe6unA58mel7qzrgwYCkwju35qQW46RJIkSVKe5XM50B7PS40xtsQYvxRjbI8x1gG1wFF5jEWSJElSTj6XA+3tvNQOIYTBQCXZRIAudUOAIZ3LFi5cOHLGjBn5iFeSJEkqCofziNA9nZf6KWBhjLF9N3VzgF3Ohly4cCEzZszYuVtbkqSCq6x0RauUb/6eHVr5TAL2dl4qufLzgOlkj17anVuB73QuuPjii08F7izEEaGDK/pTlio5rO8pHayWtnY2NzTtu2EP4F/w6q162xGhUm9UwCNCj0j5TAIWA9eGEPqTPS91CTA3hLDzvNSzgRuBN8YYW3d3g9zjmBu7FNfkL+S9K0uVeLayep2506cUOgRJktTD5G1j8N7OSw0hDAN+A/QB7gohPBZCOCzHIUmSJEnFLq97AvZ2XirgfKQkSZJUAD4xWJIkSSoyJgGSJElSkTEJkCRJkoqMSYAkSZJUZEwCJEmSpCJjEiBJkiQVGZMASZIkqciYBEiSJElFxiRAkiRJKjImAZIkSVKRMQmQJEmSioxJgCRJklRkTAIkSZKkImMSIEmSJBUZkwBJkiSpyJgESJIkSUXGJECSJEkqMiYBkiRJUpExCZAkSZKKjEmAJEmSVGRMAiRJkqQikyp0AJIkSVJvF0K4CLgc2Aq8O8ZY26luHPADYACwIMZ4ewihD7AJWJ5rdkeM8cbdtc1HvCYBkiRJ0kEIIVQC84CTgBnALcAFnZosAK4D7gMeCyH8kuyKnL/EGGd2ud2r2sYYNx7qmF0OJEmSJB2cWcDdMcZm4B5gWgghAZD7eQZwT4yxCVicaz8YaOx8k720PeScCZAkSZL2YNGiRSPnzJkztktxY4yxsdP1KGAdQIwxHUJoAIYBG3M/G2KMmVzbOqCKbBJwQgjhEWALcGmu/e7aHnLOBEiSJEl7MH/+/DuBVV1ec/bRLQGk91H3JPAu4Eyy3/jftp/3OSgmAZIkSdIezJs370JgXJfXrV2arQWqAUIISaACaMjV1QMVuXJy7dbFGFtijH+JMbYC3wEm76ltHj6WSYAkSZK0J7Nnz14fY6zt8mrs0mwxMCuE0B+YDSwB5oYQ3pFb2vMAcG6ufhawOITwlhDCsFz/dwF/3VPbfHwukwBJkiTpIORO77kJeBj4FHAlMJbc7ABwBXBNrv6GGGM92U3B/xdCWAacD1y2l7aHnBuDJUmSpIOUO8+/85n+l3WqqyW79r9z+yVkjxPtep9Xtc0HZwIkSZKkImMSIEmSJBUZkwBJkiSpyJgESJIkSUXGJECSJEkqMiYBkiRJUpExCZAkSZKKjEmAJEmSVGRMAiRJkqQiYxIgSZIkFRmTAEmSJKnImARIkiRJRcYkQJIkSSoyJgGSJElSkUnl8+YhhIuAy4GtwLtjjLWd6qYCtwJ9Y4wn5zMOSZIkSa/I20xACKESmAecDnweuKVLk78D1+fr/SVJkiTtXj6XA80C7o4xNgP3ANNCCImdlTHGDcCTeXx/SZIkSbuRz+VAo4B1ADHGdAihARgGbOzuDUIIQ4AhncsWLlw4csaMGYcsSEmSJKnY5HVPQBcJIL2ffeYA13YuWLhwITNmzKCiovxQxSUd8SorBxY6BOmI5u+YlH/+nh1a+UwC1gJnAIQQkkAF0LCf97gV+E7ngosvvvhU4M6Ghm20te1vTnFw/I9PvdWGDVsLHUK3+Dum3qq3/I6Bv2fqvQ7371kqlTyiv3TOZxKwGLg2hNAfmAksAeaGEOpijHd05wYxxkagsUtxzaEMUpIkSSo2edsYHGPcCNwEPAx8CrgSGAtUA4QQvgn8JvvH8FgI4cx8xSJJkiTpFXndExBjvB24vVPRZZ3qPpjP95YkSZK0ez4xWJIkSSoyJgGSJElSkTEJkCRJkoqMSYAkSZJUZEwCJEmSpCJjEiBJkiQVmbweESpJkiQVgxDCRcDlwFbg3THG2k5144AfAAOABTHG20MII4CFwBTgeeBdMcb6EMINwNuBLbnuM3MP0D2kTAIkSZKkgxBCqATmAScBM4BbgAs6NVkAXAfcBzwWQvglcDrwOeAx4FbgCrIP2B0MfCDG+Kd8xuxyIEmSJOngzALujjE2A/cA00IICYDczzOAe2KMTcBiYFaM8VcxxkdjjBngD8CY3L0GA435DtgkQJIkSdqDRYsWjQwhjO3yGtKl2ShgHUCMMQ00AMNydcOAhtxgH6AOqOrSfyrZGQHIJgHzQwjPhBCuOcQfp4PLgSRJkqQ9mD9//p27Kb4O+OxeuiWAdHfqQggjgXeRXUoE8DFgE9AHuDeEcG+M8f79i3rfnAmQJEmS9mDevHkXAuO6vG7t0mwtUA0QQkgCFWRnAwDqgYpcObl263JtS4E7gStijJsBYozLYowvxRhXk106NDkfn8uZAEmSJGkPZs+evX727Nm1+2i2GLg2hNAfmAksAeaGEOpijHeEEB4Azg0h3Et2/8C1IYQU8CPgNzHGnwGEECqAc2KMPw8hDM21/UY+PpczAZIkSdJBiDFuBG4CHiZ7ws+VwFhyswNkT/65Jld/Q4yxHvg8cB7wjyGEx0IIjwHbgXNCCI+Q3SPwlRjjY+SBMwGSJEnSQYox3g7c3qnosk51tcCZXdp/Evjkbm41Nx/xdeVMgCRJklRkTAIkSZKkImMSIEmSJBUZkwBJkiSpyJgESJIkSUXGJECSJEkqMiYBkiRJUpExCZAkSZKKjEmAJEmSVGRMAiRJkqQiYxIgSZIkFRmTAEmSJKnImARIkiRJRcYkQJIkSSoyJgGSJElSkTEJkCRJkoqMSYAkSZJUZEwCJEmSpCJjEiBJkiQVGZMASZIkqciYBEiSJElFxiRAkiRJKjImAZIkSVKRMQmQJEmSioxJgCRJklRkTAIkSZKkImMSIEmSJBUZkwBJkiSpyJgESJIkSUUmlc+bhxAuAi4HtgLvjjHWdqobB/wAGAAsiDHens9YJEmSpHw5kHFvCOHTwDuAtcA7Y4ybDtcYOW8zASGESmAecDrweeCWLk0WANcBU4FPhBCG5ysWSZIkKV8OZNwbQjgJOBc4AfgZcM2e2uYj5nwuB5oF3B1jbAbuAaaFEBIAuZ9nAPfEGJuAxbn2kiRJUm9zIOPe84CfxBjTwI+BNx/OMXI+lwONAtYBxBjTIYQGYBiwMfezIcaYybWtA6q63iCEMAQY0rns9ttvHz1t2jRKSgqznaFqYL+CvK90MFKp3rP9x98x9Ua96XcM/D1T73S4f892jjV///vf13z4wx8e26W6McbY2On6QMa9o4D7c33qQwhD99L2kMvrnoAuEkB6P+vmANd2Lli8eDHTpk1j0KDC/AX2jpPHFuR9pYNRUVFe6BC6zd8x9Ua96XcM/D1T71So37NvfetbP9xN8XXAZ/fS7UDGvQfbdr/kMwlYS3Y6gxBCEqgAGnJ19UBFCCGZmwKpBh7YzT1uBb7TuWDLli0D6uvr3zhs2LBHgdb8hC5JkqQiV7p+/frXDh48+B7g5S51jV2uD2Tc2zf3Z3Lr/uv30vaQS2QymX23OgC5D/MAcDIwE/hA7rouxnhHCOGnwLeAe4HHgTNijPV5CUaSJEnKkwMZ95Id4C8EpgH/DhwTY7zycI2R87a4Ksa4EbgJeBj4FHAlMJZcxgNcQXYX9MPADSYAkiRJ6o0OZNwbY3wS+DXwJHA+8IU9tc1HzHmbCZAkSZLUM/Wu4wwkSZIkHTSTAEmSJKnImARIkiRJRcYkQJIkSSoyJgGSJElSkTEJUI8VQhgSQjih0HFIR7IQwtEhhNcXOg7pSBVCOD2EcH6h45C68ohQ9UghhCHAj4DtwCTgrTHGWNCgpCNQCOFU4MfAPcDHY4xbCxySdMQIIRwPnAO8ARgHvN1/y9RTOBOgHieEMBSYAyyPMf4T8B0gFDAk6Ui2EfgV8JQJgHRoxRifAr6a+7fsz/hvmXoQkwD1RG8CyoCv5a6rgLMKF450RDsd2AE8BBBCSBQ2HOnIEmNMhxD6AmngNYWOR9rJJEA9SghhADAZWBljfDZX/Gbgu4WLSjoyhRCGAScBq4GnAGKMrhGVDlLnZDqEkAT+BagGfliwoKQuTALU05QBY4ClACGEjwJPxhiXFjQq6ch0DtAX+FuMsdVZAOnQ2JlMhxDeAvwPMAP4TIyxtoBhSbtIFToAqYthwLExxr/krq8A/q2A8UhHnBDCOKANGAusxFkA6ZAJIZSS/XdrFlBPdib7bzHGTQUNTOrCmQD1NBuBlSGE74YQ5gN/jjH+odBBSUeYWcCjwIeALTHGrbklC5IOXhKYAEwDEsBDJgDqiTwiVD1O7nSgDwO/BZ7xxBLp0Ot0CtdbgAtijKsKG5F0ZAkhDCb7O/Ye4EMxxj8WNiJpVyYBklTEQgglMcb2QschHalCCCmgNMbYXOhYpM5MAiRJkqQi4xpQSZIkqciYBEiSJElFxiRAkiRJKjImAZIkSVKR8WFhklRgIYT/As4ERgLtwAbgHuDiGGPFbtpfBryf7Bc5DwJzY4zbD2E87wPmAy8CQ4AfAx/b08PEQgj/CDwcY3zxUMUgScovZwIkqcBijJfGGE8Gvg7MjzGeHGO8andtQwjvAmYDZ8QYTyQ7UP+PPIT1/Rjj8cAkIABv3Uvb95BNYCRJvYQzAZLUu1xG9sFDO7/5/yJQG0IoB04F5gFtZAfvv40xXg4QQngvcHWuz2dijHeGEL4NPAO8Kdf+whjjg53fLMbYHEJ4AhiXu8/bgWuANNnZglFkk5ITQgg/31PyIknqWUwCJKl3GQ88vfMixtgaQlieK4fsYH0GsAl4KIRwDrAOeC9wItkZ4PtCCD/t1P7/AR8EPkJ2eVGHEEIF8Dbg30IIE4EvAacAm4HhMcb1IYTzgDkxxicO/ceVJOWDSYAk9T6J3VzvXK+/PMa4ASCE8DuyA/btwGuAh3NthgDDc3++J8aYCSE8Cryz0z3/OYQwE2gFvhxjvD+E8GHgNzHG+lyb9YfwM0mSDiOTAEnqXVYAxwFPAIQQyoCJwHPA0C5t24BmoARYFGO8qHNlCKHzZSu7JhffjzHO7XK/ErLLgCRJvZwbgyWpd/kK8KUQQt/c9aeBX8QYm3LXo0IIfUMIA4ALgD8BvwdmhxCOAgghjD7A9/4j8JYQwpAQQiKEsHMJUh1QfYD3lCQVgDMBktRzDQohrOh0/foY4x25wfxDIYQkcD9wRac2/YFfAmOA22KMzwCEED4B3BtCaCY7mP/Y/gYTY1waQvg82X0D28meZvQc8H3gmyGEn8QY5+zvfSVJh18ik9ntsc+SpF4mtwl4Toxxb8d5SpLkciBJkiSp2DgTIEmSJBUZZwIkSZKkImMSIEmSJBUZkwBJkiSpyJgESJIkSUXGJECSJEkqMiYBkiRJUpH5/wEpoqyoOtuOAQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvwAAAF3CAYAAADZx58JAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAABQ1UlEQVR4nO3deXhU5dnH8e9MJntCCBAEZFPQB5XVhUX2omhEBVHqUmurdcEdbKlKW5e6y+tWrZXWom3VuisKsrgBARRQQUDlEZQgqxBIIHsyM+f9Y4Y0xEACZHKSye9zXbmc8yzn3IcxcM+Z+zzH4zgOIiIiIiISnbxuByAiIiIiIpGjhF9EREREJIop4RcRERERiWJK+EVEREREopgSfhERERGRKOZzO4BDkApcCqwByl2ORURERESiUyzQDXgByHc5lsPSGBP+S4Gn3Q5CRERERJqMv7kdwOFojAn/GoA9e4oJBIJuxyIiIiIiUSgmxkuzZokQzj0bs8aY8JcDBAJB/P6fJvz33XcXxcVF3Hvvw1x//VUkJibyf//3l5+M27VrJ+eddxb33/9/DBw4uMaD/utf/+TNN1+jqKiIwYOHMnHi70lNTa1x3vTpbzJlyv0sXPjZIfU//PB9JCUlc8MNEyraSktLePrpvzBv3ocEAgFOO+1MrrvuJuLi4gDIydnBmDGZP9nXjBkf0Lx58xpjFhEREZEKjb6EPKpv2j3zzFF89tlS9uzZ85O+Dz98n9TUZvTrN6DG/bz55mu8/vorTJ58J08++QzZ2d/z0EP31Djvxx+38fTTTxxy/4sv/ot33nnrJ+1TpjzAggXzuP32O3n88b/x3Xdrue++uyr616//npSUVKZPn73PT1paWo0xi4iIiEh0ieqEf/jw0/B6Y8jKmveTvg8+mMNpp52Bz1fzlxwvv/wCv/rVFfTrN4Bu3Y7nD3+4m3nzPmLbtm0HnPfQQ/dyzDHmoPvz8vK4/fbf8uKL/6Z16yP26duzZzdz5rzHhAmT6N//VLp2PYY777yXjz56n82bNwGhhL9Tp860bNlqnx+Px1PjuYqIiIhIdInqhD8lJYWBAwfz8ccf7NO+desWvvpqFWeeOQoIlQFdcME51e5j584ctmzZTK9eJ1a0denSldTUZqxatWK/x3733bfZs2cPF154yUH3Z2d/T1xcHM899yLt2h25T9/mzZtwHIcePXpWtLVqlUHz5umsXBmKZ2/CLyIiIiLSGGv4D8oZZ5zFH//4e/bs2UOzZs2A0NX9zp2Pplu34wC4+ebfUV5efXnWjh07AMjIaL1Pe8uWrdixY3u1c378cRtTpz7FE088w7ZtWw+6v3fvE+nd+8SftAOkp7esiKtFi9Dr4uJi9uzZTW5uLgDZ2d+RkJDIVVf9iu3bt2HM8dx00y20b9+h2n2KiIiISPSK6iv8AP37n0pKSso+ZT0ffDCHM888q2I7JSWF9PT0aueXlpYAEBcXu097XFwsZWVl1c556KH7GDv253Tp0vWQ+g+kTZs29OjRiyeffJScnByKi4v5y18eAcDvD31oyc7OpqioiBtumMh99/0fHg/ccMPV5Oc36iVkRUREROQQRH3C7/P5GDFiJB99FCrrWb/+e9av/56RI3+6ik114uPjASgr2/cbgLKychISEn4yfsaMt9m5M4fLLrui2v3V1F8bd9xxD36/nzFjzmTUqNNISkrmmGMMycnJALz11ns8+eRUevXqTffuPfjznx/A7y9n3rwPD/mYIiIiItI4RX1JD4TKeq677kr27NnN++/Ppk+fk39yM+z+7C3l2bkzZ58lLXfuzPlJmQ/AnDmz+OGHbDIzhwNUPCvg9NMHM2nS5Br7a/NBpG3bdjzzzDR2784jNjaOpKQkzj779Ip6/6ofROLjE2jbth3bt/9Yq3MWERERkejRJBL+44/vTrt2R7JoURbz53/EpZf+utZzW7ZsRbt2R/Lll8srSnC++24dBQX5nHBCz5+Mv+OOeygtLa3Y/uKLz3j44ft47rmXaNGiBX36nHTA/po4jsNvf3sjV1xxDd279wDg669XU1RURPfuvdixYzuXXjqOhx9+nF69+gBQVFTIxo0/cNFFl9b6vEVEREQkOjSJhB9g5MhMXnvtv2zf/iPDho3Yp6+goIDy8vL91vFfcMFF/POfz9CmTVtatGjJww/fy/Dhp9GmTZufzK961X/DhmyAihtmk5KSD9hfE4/HQ1JSMn/96+NMmjSZoqJC7rnnDn7+84tJTU0lNTWVY4/txuOPT+F3v5tMfHw8f//7X2nRoiVDh/6sVscQERERkegR9TX8e51xxlmsXfstQ4YMJzExcZ++J574P6666rL9zh037iLGjLmA+++/iwkTrqVz56O59dY/1Hp+Xfvd726nVasMrr32Cv74x1sZOTKTq6++rqL/z39+kC5djuHWWycyfvzleL1eHn30qVo9c0BEREREoovHcRy3YzhYg4Cs3NxC/P6g27GIiIiISBTy+bykpycDDAYWuhzOYWkyV/hFRERERJoiJfwiIiIiIlFMCb+IiIiISBRTwi8iIiIiEsWU8IuIiIiIRDEl/CIiIiIiUUwJv4iIiIhIFFPCLyIiIiISxZTwi4iIiIhEMSX8IiIiIiJRTAm/iIiIiEgUU8IvIiIiIhLFlPCLiIiIiEQxJfwiIiKNVDAYZMqU+7nmmsu54Yar2bRp4z798+Z9yJVXXsZVV13Gu+++vU9fbu4uxo4dxYYN2fUXsNQZvfdyMJTwi4iINFJZWfMoKytj6tTnGD/+Rp566rGKvkAgwDPPPMXjjz/NM888x0sv/Zu8vDwA/H4/Dz98P3Fx8a7ELYcvK0vvvdSeEn4REZFGauXKFfTrNwCA7t17sGbNNxV9MTExvPDCa6SkpLBnz24cBxITEwF46qnHGTPmfFq1auVK3HL49N7LwVDCH2Vq+orv5Zdf4NJLf84NN1zNDTdczQ8/ZNc4R0REGqbCwkKSk1Mqtr1eL36/v2Lb5/Mxf/5H/PrXF9O7dx98Ph/vvfcuzZs3r0gWpXHSey8HQwl/lMnK2v9XfADffmv54x/v5qmn/s5TT/2djh071zhHREQapuTkZIqKiiq2HcfB5/PtM2bo0J/x1luzKC8vZ/bsmcyc+Q6ffbaUG264mnXrvuXee+9g586c+g5dDpPeezkYvpqHSGNyoK/4AKz9hhdeeI6dO3dy6qmD+OUvL69xjoiINEw9evRi0aIsRow4ndWrV3H00V0r+goLC7j11lt49NGniIuLIzExEa/Xy1//+o+KMTfccDWTJk2mZUuVdzQ2eu8bHmPMlcDNQD5wibU2O9zuBe4CRgHlwLPW2meNMfHALuDb8C5esdY+GInYlPBHmf19xbf3U/+IESMZO/bnJCcnM3ny71i0KKvGOSIi0jANGTKcZcuWMH78FTiOw+TJdzJ37myKi4sYPXosp59+JtdffxU+n48uXY5h5MhMt0OWOqL3vmExxmQAk4DewDDgUWAsgLU2aIz5yFp7R3jcWmPMc0AasNRaOzzS8Xkcx4n0MeraICArN7cQvz/odiwNzpNPPsrxx/dgxIjTATjvvLN46633gNDXfYWFhaSkhJL7N998jT17dpOfv2e/c0RERESaIp/PS3p6MsBgYOGBxhpjfgH0tdbeHL6ivxVoY611qow7FZhirR1ojDkGeNhae15kzuB/VMMfZXr06MWnny4CqOYrvkIuu+xCioqKcByHL75YhjHdDjhHREREpCmbNWtWG2NM5yo/zasMa0soycdaGwRygZaVBxhjVgJzgCvCTWlAT2PMMmPMh8aYbpE6B9VsRJmavuK7+urruOmm8cTGxnLyyX0ZMGAQwWDwJ3NEREREBKZMmfJaNc13E6rL3x8PsE8pirW2pzGmL/CWMaYnsBK4GFgO3AI8BZxWFzH/JBiV9IiIiIiI7GtvSc+sWbPGTZgw4bMq3XnW2ry9G8aYS4AB1tobwyU924Ajqpb0hMe+BTxirV1Yqe0I4HNrbftInIsSfhERERGRKg6yhr8VsAjoAwwnVLazCNgMfEHoRt5ngVbAV0BfoAew2Fq70xgzARhmrR0TgVNRSY+IiEi0KltrKV/zdWjD4/nffz2eUMEBnv9th/tCzd5Qf9U5/G+eZ+8+Ktor7zO8D6g0zlt9HPxvP57Kffvbpwc8VHPs/ZzbfvdZ0e4Nv9zP+VR73pWPV925VbPPKuda7T6r+fPb573Z+1oaHGttjjHmIWAJ4WU5CZXpAEwHehEq3WkO/NFam22M6QC8YYxpQ6j+/1eRik9X+EVERKJMYNdOCt99k7LVK8HnA68XHMBxACf0Gie0vTcPaHz5QNN0gA9Me197wq8ThgwneeRZ7sXayB3MFf6GLqJX+Pf3AIJw3wPAz4E94abhlWuhRERE5OA45WUUffwBxR9/AB4PSWeeTeKQn+GJja3d/KofAKr9gBAeV2m72g8R4e0D7rNS33736QR/coxq91nl+M7ePhwIVvlQU2WfzgHOtdp97o1rn33uu4+f7LOa/TvVnWvlfQb/92fi7HOM/f9ZOpWOEatV9yQsYgn/gR5AEJYGXGGtnR+pGERERJoCx3EoW/0lhe++RTB3F3G9TiT57DHENE8/qP3sU65yoHGHGqiIuCKSV/hHArOttcXGmDnA88YYT6W7ldOAvAPtILzGafPKbVOnTm0zbNiwOg9WRESkMfJv30bh229QvnYNMW3a0mz8TcR1OcbtsESkAYlkwr/PAwiMMXsfQJAT7k8Dphhj2gMvWWvvrWYfE4B9FoWfOnUqw4YN21tTVa/8wSA+r55V1pDoPRGRpipQXEzO9Onkvf8+3rg4jvjFL0j/2c/wxMS4HZqINDD1uUpP1QcQ/A7YBcQD84wx8yqvRxr2OPB85YZrrrnmZOA1N27azchI5bEF39TrMeXAJg45jh078t0OQ0Sk3jjBIKVfLKPwvXdwCvKJP6U/yZnnEEhJJWdXkdvhiUSNSjftNnqRTPi3AAMAwg8gSCf0mGEArLVr9r42xswFulHlDujwTbx5VfYbkQcSiIiINHT+TRspePs1/BvW4+vQieTLrya2Qye3wxKRBi6SCf9c4E5jTBKhBxBkARONMZvDfUOttW8bY1oQqvf/ewRjERERabSChQUUzZpBydLFeJJTSPn5L4g/qS8elTSKSC1ELOGv4QEExcBQY8wfgNbAo9ba5ZGKRUREpDFyAgFKPl1E0ZyZOKUlJAwaStLpZ+FNTHQ7NBFpRCJaw2+tnQZMq9R0U6XXEyN5bBERkcas/Pt1FLz9OoGtm4nteizJoy/A16at22GJSCNUnzftioiISA0Cu/Momjmd0uWf4W2eTuovryCuR+/w01NFRA6eEn4REZEGwPGXU5w1j6IPZkMwSOJpZ5I0/HQ8cXFuhyYijZwSfhEREZeVrfmKgulvEMzZQdzxPUg+dywxLVu5HZaIRAkl/CIiIi4J5Oyg8N03Kft6NTEZrWn2m2uJ63a822GJSJRRwi8iIlLPnLIyij6aS/H8D/HExJB01mgSBw/D49M/yyJS9/Q3i4iISD1xHIeylSsonPEWwbxc4vucTNKoMcSkpbkdmohEMSX8IiIi9cC/bSuFb79G+XdriWl7JGkXX0bs0V3dDktEmgAl/CIiIhEULC6iaO4sShYvwBOfQPJ540joP0hPyRWReqOEX0REJAKcYJDSz5ZQOOtdnMICEvqdStKZZ+NNTnE7NBFpYpTwi4iI1LHyH7IpfPt1/Bs34Ot0FCm/uRZf+w5uhyUiTZQSfhERkToSLMin8L13KF32KZ7UZqRc9EviTzxFT8kVEVcp4RcRETlMTiBAySdZFM15D6eslMShI0g87Qy8CYluhyYiooRfRETkcJR9t5bCt18jsG0rscd0I3nM+fhat3E7LBGRCkr4RUREDkEgL5fCGW9R9uVyvOktSL3sSuK691T5jog0OEr4RUREDoJTXk7xgo8o+nAuOA5Jp2eSOPw0PLFxbocmIlItJfwiIiK1VPb1agqmv0FwVw5x3XuRfM55xLRo6XZYIiIHpIRfRESkBoEd2yl45w3K13xNTOsjaHbV9cQd283tsEREakUJv4iIyH44paUUfTiH4gUf4/H5SD77PBIGDcUTE+N2aCIitaaEX0REpArHcShb8TmFM6cT3J1H/El9ST5rNN5mzdwOTUTkoCnhFxERqcS/ZTMF01/H//06Yo7sQNqlVxDb+Si3wxIROWRK+EVERIBgUSFFc2ZS8slCPIlJpJx/EfF9B+Dxet0OTUTksCjhFxGRJs0JBild+gmFs97FKS4iYcAgks4YhTcp2e3QRETqhBJ+ERFpssqz11M4/TX8mzbiO6oLKWMuwNeuvdthiYjUKSX8IiLS5AT37KHwvemUfr4Ub7M0Ui/5FXG9T9JTckUkKinhFxGRJsMJBChZOJ+i92fh+MtJHH4aSSPOxBMf73ZoItLIGWOuBG4G8oFLrLXZ4XYvcBcwCigHnrXWPhvu+xNwIbAFuMhauysSsSnhFxGRJqHs2zUUTn+DwPZtxHY7npRzzycmo7XbYYlIFDDGZACTgN7AMOBRYCyAtTZojPnIWntHeNxaY8xzQA/gTKAncA3wR+CWSMSnpQdERCSqBXJ3sedfz7LnH3/F8ftJvfxqml0xXsm+iNTKrFmz2hhjOlf5aV5l2EhgtrW2GJgDDDTGVNQIWmvnhV8eA3xlrQ0QuuL/urU2CLwKnB2pc9AVfhERiUpOeRnFH39A0ccfgAeSzjybxCE/wxMb63ZoItKITJky5bVqmu8mVKazV1tgK1Rc0c8FWgI5ewcYY1YCRwEnV5qzMDxnpzGmRZ0HH6aEX0REoorjOJStXknhu28SzN1FXK8+JJ99HjHN090OTUQaoUmTJo2bMGHCZ1Wa82qY5gGClRustT2NMX2Bt4wxPeswxBop4RcRkajh376NwulvUP7tGmLatKXZNTcS1/VYt8MSkUYsMzNzW2ZmZnYNw7YAA6DiJt10ILfqIGvtUmOMBfqH5xwZntMK2FmHYe9DCb+IiDR6wZJiij+YQ3HWx3ji4kkefT4JAwbjiYlxOzQRaRrmAncaY5KA4UAWMNEYsxn4gtCNvM8CrYCBwERgBjDVGPMYoZV6ZkQqOCX8IiLSaDmOQ+kXyyicOR0nfw/xp/Qn+axz8aakuh2aiDQh1tocY8xDwBLCy3LyvxV3pgO9gOVAc+CPlZbsnAmsJHS1/8JIxedxHCdS+46UQUBWbm4hfn+wxsF1KSMjlccWfFOvx5QDmzjkOHbsyHc7DBFxgX/TRgrefg3/hvX4OnQkecw4Yjt2djssEYkSPp+X9PRkgMGEb65trHSFX0REGpVgYSFFs9+lZMliPEnJpIy7hPiT++HxaqVpEZHqKOEXEZFGwQkGKfl0EUVzZuCUlJAwcChJIzPxJia5HZqISIOmhF9ERBq88vXfUfD26wS2bCK2yzEkj7kAX5t2boclItIoKOEXEZEGK7B7N0Uz36Z0+Wd405qTeunlxPXsg8fjqXmyiIgASvhFRKQBcvx+irPmUfzhbBx/gMQRZ5D0s9PxxMW7HZqISKOjhF9ERBqUsjVfU/jOGwR2bCfu+O4knzOWmFYZboclItJoKeEXEZEGIbAzh8J33qTs61V4W2XQ7Dfjiet2gtthiYg0ekr4RUTEVU5ZGUUfv0/xvA/A6yXprHNJHDwMjy/W7dBERKKCEn4REXGF4ziUrVpB4btvEczLJb7PySSNGk1MWnO3QxMRiSpK+EVEpN75t22lcPrrlK/7lpi27Ui7+DJij+7qdlgiIlFJCb+IiNSbYHExRe+/R8miBXjiE0geM46E/gPxxMS4HZqISNRSwi8iIhHnBIOUfr6UwvfewSksIKHvqSRlno03OcXt0EREop4SfhERiajyjRsofPt1/D9k4+t0FCm/GY+vfUe3wxIRaTKU8IuISEQEC/IpnPUupcs+xZOcQsqFlxJ/4il4vF63QxMRaVIimvAbY64EbgbygUustdnVjHkT2G2tvTySsYiISP1wAgFKPsmiaM57OGWlJA4eTuLpZ+JNSHQ7NBGRJiliCb8xJgOYBPQGhgGPAmOrjBkBHAWsiFQcIiJSf8q/W0vB268T2LaF2GMMyaMvwHdEG7fDEhFp0iL5vepIYLa1thiYAww0xnj2dhpjYoD7gP+LYAwiIlIPAnm57HnhOXY/8xec0hJSL/sNza66Xsm+iEgDEMmSnrbAVgBrbdAYkwu0BHLC/dcCbwOb9rcDY0xzoHnltqlTp7YZNmxYnQcrIiIHz/GXUzz/I4o+nAuOQ+LpmSQNOw1PXJzboYmISFh93rTrAYIAxpgWwC+AocCAA8yZANxZuWHq1KkMGzaM9PTkCIUpjU1GRqrbIYi4KhgMctddd2GtJS4ujnvvvZdOnTpV9M+YMYN//etfxMTEcOyxx3LXXXfh9XoZM2YMqamh35/27dvzwAMPHNRx81es4MeXXqJ8+3ZSTzqJ1hddRFxGRp2em4iIHL5IJvxbCCfzxhgvkA7khvvOIXTlfj7QDMgwxvzeWvtwlX08DjxfueGaa645GXgtN7cQvz8YqdirpcSyYdqxI9/tEERcNX/+R+zZU8hTTz3L6tWr+POf7+XBBx8FoLS0hEceeZR///sVEhISuPPOyUyf/h6nnNIfvz/Ao48+XbGf2v4uBXJ2UPDOG5R/8xUxrY+g2VXXE3dsN3YD6PdRRKKEz+eNmgvMkUz45wJ3GmOSgOFAFjDRGLPZWvsv4F8AxpihwK+rSfax1uYBeVWa20cwZhGRRmflyhX06xf6srR79x6sWfNNRV9sbBzPPDONhIQEAAKBAHFx8axbt5aSkhImTryeQCDA1VdfT/fuPQ54HKe0lKKP5lA8/2M8vhiSRo0hcdBQPD6t8Cwi0pBF7G9pa22OMeYhYAnhZTmBWyJ1PBGRpqqwsJDkSk+s9Xq9+P1+fD4fXq+XFi1aAvD66y9TXFzMKaf04/vvv+Pii3/JOeeMYePGH/jd727ipZfewFdN8u44DmVffkHhjLcJ7s4j/sRTSB41Gm+ztHo7RxEROXQRvSxjrZ0GTKvUdFM1Y+YTKu0REZFDkJycTFFRUcW24zj7JO7BYJCnn/4LGzdu4L77Hsbj8dChQ0fat2+Px+OhY8dOpKWlsXNnDkdUWVXHv2UzBdNfx//9OmKObE/apZcT2/noejs3ERE5fPoeVkSkkevRoxeLFmUxYsTprF69iqOP7rpP/5Qp9xMbG8sDDzyCN/yU25kz3+G779bxu9/dRk7ODgoLC2nZslXFnGBREUVzZ1KyOAtPYiLJYy8kod+pekquiEgjpIRfRKSRGzJkOMuWLWH8+CtwHIfJk+9k7tzZFBcX0a3b8cyYMZ1evfpw003jARg37mLOPns09913F9de+xs8Hg+3334HPp8PJxikdNknFM6agVNUSEL/QSSdOQpvUnTcuCYi0hR5HMdxO4aDNQjIcmuVnscWfFPzQKk3E4ccp1V6ROpI+Yb1FL79Gv5NG/EddTQpo8fhO1LrJIhI01RplZ7BwEKXwzksusIvItLEBfP3UPjeO5R+tgRvs2akXPIr4nufhMfjqXmyiIg0eEr4RUSaKCcQoGTRfIren4VTXk7isNNIHHEG3vASniIiEh2U8IuINEFlay2F018n8OM2Ys1xJJ97Pr7WR7gdloiIRIASfhGRJiSQu4vCd9+ibNUKvC1akvrrq4k7vrvKd0REopgSfhGRJsApL6d43ocUfTwXgKQzRpE4dASe2FiXIxMRkUhTwi8iEsWcsjJKly+j6KP3Ce7aSVzPPiSfPYaY9BZuhyYiIvVECb+ISBQK5O6iZHEWJUsW4xQXEXNke5pdcwNxXY3boYmIRCVjzJXAzUA+cIm1NrtK35VAO+AOa+3zxph4YBfwbXjYK9baByMRmxJ+EZEo4TgO/u/XUbxwPmVfrQQgrkcvEgcOxXdUF9Xpi4hEiDEmA5gE9AaGAY8CY8N9cUALYCDQBlhtjHkDSASWWmuHRzo+JfwiIo2cU15G6fLPKV44j8DWLXiSkkgcdhoJAwapdEdEpH6MBGZba4uNMXOA540xHmutY60tAx4Oj9tsjMkGWgNeIK8+glPCLyLSSAXycsNlO4twioqIaduOlHGXEN/nJDyxcW6HJyISFWbNmtVmwoQJnas051lr8ypttwW2Alhrg8aYXKAlkFN5kjEmDcgAsoE+QE9jzDJgD3C9tXZNJM5BCb+ISCPiOA7+9d9RvGg+ZatXguMQd0JPEgcNxXd0V5XtiIjUsSlTprxWTfPdwF0HmOYBgtW0/wGYaq0NGGNWAhcDy4FbgKeA0w4v2uop4RcRaQSc8nJKV3xO8cL5BLZswpOYROKQn5Fw6mCV7YiIRNCkSZPGTZgw4bMqzXlVtrcAAwCMMV4gHcitPMAYMwoYAgwGCJf6LA33PQ/cWMehV1DCLyLSgAXycin5ZGFotZ3CAmLatCXlgouI73MKnjiV7YiIRFpmZua2zMzM7BqGzQXuNMYkAcOBLGCiMWaztfYVY8xg4EHgDGttOYAx5hxgsbV2J6Er/VU/VNQZJfwiIg2M4zj4s9dTvGgeZau+DJXtHN+DhEFDie1yjMp2REQaGGttjjHmIWAJ4WU5CZXpYIxpCbxHqMZ/hjHGA/ybUIL/hjGmTbjvV5GKTwm/iEgD4ZSXU/rlF6Gync0b8SQmkjh4OAmnDiKmRSu3wxMRkQOw1k4DplVquqnS69T9TBsWsYAqUcIvIuKywO68UNnOp4tCZTtHtCF57IUknHQKnrh4t8MTEZFGTgm/iIgLHMfBvyE7VLazckWobOe47qGyna7HqmxHRETqjBJ+EZF65PjLKf1yOSUL5+Pf9AOehEQSBg0l8dQhxLRU2Y6IiNQ9JfwiIvUguGc3xXvLdgryiWl9BMnn/ZyEk/riiVfZjoiIRI4SfhGRCCr/IZuShfMp/fILcBxiu51A4qChxB5jVLYjIiL1Qgm/iEgdC5XtrKBk0Tz8G3/Ak5BAwsAhobKdVhluhyciIk2MEn4RkToS3LOH4k8XUvLJwlDZTkZrkseMI/6kvngTEtwOT0REmigl/CIih6l84wZKsuZRunI5BALEdjuexEHDQmU7Xq/b4YmISBOnhF9E5BA4fj9lq1ZQvHA+/h+y8cQnkDBgUKhsJ6O12+GJiIhUUMIvInIQgvl7KPl0ESWfLiS4Zw/eVhkkj76A+JP74k1IdDs8ERGRn1DCLyJSC+Ubf6Bk4TxKv1wOAT+x5jhSxl1C7LHHqWxHREQaNCX8IiL74QQC/yvb2bAeT3w8Cf0HknDqYHytj3A7PBERkVpRwi8iUkWwID9UtvPJQoJ7dofLds4n/uR+KtsREZFGRwm/iEiYf9NGihfOo3TFF6GynWO7kXLBxcQale2IiEjjpYRfRJo0JxCgbPWXobKd7O8hLo6EvgNIGDgE3xFt3A5PRETksCnhF5EmKViQT8mSxaGynd15eFu0IvncsaGyncQkt8MTERGpM0r4RaRJ8W/eRPGi+ZQu/wz8fmKP6UbK2AuJ7Xa8ynZERCQqKeEXkajnBAKUfbUyVLaz/juIjSPhlP7hsp22bocnIiISUUr4RSRqBQsL/le2k5eLt0VLks8+j/hT+uNNUtmOiIg0DUr4RSTq+LdsonjRAkq/+Az85cR2PZbkMeOIO+4Ele2IiEiTo4RfRKKCEwhQ9vWqUNnO9+sgNpaEk/uGynbatHM7PBEREdco4ReRRi1YVEjJkk8oWbwgVLaT3oKkUWNI6Nsfb1Ky2+GJiIi4Tgm/iDRK/q1bQqvtfLEMysuJ7XIMyaPPJ+74HirbERERqUQJv4g0Gk4wSNnXqyhZOJ/y79aCL5b4k04hceBQfG1VtiMiItHNGHMi0MFaOz28nWCtLalpnhJ+EWnwgkVFlCwNl+3k7sLbPJ2ks0aT0HcA3mSV7YiISPQzxjwAtAH6A9ONMe2Bp4Fza5qrhF9EGiz/tq2ULJpPyefLoLwM39FdST7nvFDZTkyM2+GJiIjUp9HW2uONMV8AWGs3hZP+GinhF5EGxQkGKfvmK0oWzqN83behsp0TTyZx4BB87Wr195qIiEg0KjTGtAYcAGPMUKCsNhOV8ItIgxAsLqJ06acUL15AcNdOvGnNSco8h4R+p+JNTnE7PBEREbeNB94Fuhhj1gIxwAW1maiEX0Rc5f9xKyWLFlDy2dJQ2c5RXUgeNZq4E3qqbEdERCTMWvu5MeZU4FjAC1ggUJu5EU34jTFXAjcD+cAl1trscLsXuAsYBZQDz1prn41kLCLScDjBIGVrvgqttrPWgs9HfJ9w2c6RHdwOT0REpMExxsy11o4EvqnUNh8YWtPcWiX8xphmhBL3k4Bi4CNgmrV2v58qjDEZwCSgNzAMeBQYC2CtDRpjPrLW3hEet9YY89yB9icijV+wuJjSzz6leOECgrtyQmU7Z54dKttJSXU7PBERkQbHGNOX0Mo83YwxN1bqag+0rc0+anuF/2VCnyaeBvzA5cApwNUHmDMSmG2tLTbGzAGeN8Z4rLUOgLV2XnjcMcBXSvZFopd/+7Zw2c4SKCvD1/loks86h7juvVS2IyIicmDFhCpifEB6pfZvgeG12UFtE/421tqzKm1/ZIxZVcOctsBWqLiinwu0BHL2DjDGrASOAk6ubgfGmOZA88ptU6dObTNs2LBahi3SdASDQR555EHWrVtLbGwst932J9q337c8pqSkhIkTr+O22+6gU6fOlJWVcf/9d7Nly2aSk5O55ZZb6dChY53E4wSDlNtvKF44n/Jvv4EYH/G9TyRx0FB87evmGCIiItHOWrsKWGWM+dpaO/9Q9lHbhH+xMaantXYlgDGmDbDiII/lAYKVG6y1PcNfU7wV3r+/ypwJwJ2VG6ZOncqwYcNIT9fDdiQkI0OlIABz587F63V4883XWbFiBVOnPsnf/va3iv5Vq1Zx55138uOPP5KenkRGRiovvPACLVqk8de//oXvv/+e++67j3/+85+HFUeguJjdCxey64MPKP/xR3zNm5MxdizNhw3D16zZ4Z6miIhIg7S/e1cr9V0JtAPusNY+H27/E3AhsAW4yFq76wCH+MoYcznQD4jd22it/U1NsdU24T8TuNIYU0gocY8HHGPMLsCx1rasZs4WYED4ZLyEvoLIrTrIWrvUGGMJ1SYtrNL9OPB85YZrrrnmZOC13NxC/P4g9UmJZcO0Y0e+2yE0CAsXfkKvXiezY0c+Rx7ZhZUrV+3zZ7N9ex5//vND3HPPHeTmFrFjRz6rVn3DKaf0Y8eOfFJTM/j227WH/Ofp3/4jJYsXUPrZEpzSUnydjiL1F78mrkdvnJgYcksBvVciItJI+HzeWl9gPtC9q8aYOKAFMJDQk3JXG2PeALoQyrF7AtcAfwRuOcBhZgAfEyqHf4JQhUx5rc6lNoOstV1rM66KucCdxpgkQvVFWcBEY8xm4AtCfxjPAq0I/QFMrOa4eUBelWY9eUekGoWFhSRXWq/e6/Xi9/vx+UK/5j179v7JnGOOOZbFi7MYMmQYX321mpycHQQCAWJqWVfvBIOUfxsu27HfQEwM8b1OJGHQUGI7dKqT8xIREXHTrFmz2kyYMKFzlea8cJ66137vXbXWlgEPh8dtNsZkA60JrVb5erj0/VXgEw6c8Cdaa283xjwELLfWvmOM+Qi4p6ZzqPWynMaYE4HTCa37Odda+/mBxltrc8IBLSH81Ualk5gO9AKWE6rR/2Plrz1E5OAlJydTVFRUse04TkWyvz+jRp3Lhg3rufHGa+jRoxfGdKtVsh8sKab0s6UUL5pPMGcHntRmJI08i4R+A/GqbEdERKLIlClTXqum+W5CS8zvVeO9qwDGmDQgA8gOz1kYnrPTGNOihlC+NcZ0JbSYzt+MMe9R5V7X/antspzjgeuAtwmV9DxnjHnaWvvMgeZZa6cB0yo13VTp9Q21ObaI1E6PHr1YtCiLESNOZ/XqVRx9dM1fzK1Z8zU9e/bmppt+y5o1X7Nly6YDjg/s2E7x4gWULluCU1qCr2Nnki45i/gevfHU8OFCRESkMZo0adK4CRMmfFalOa+GaT+5dzXsD8BUa23AGHOwoUwAdltr1xlj/kGodP7S2kys7b/Q1wJ9rbUlAMaY+4FPgQMm/CJSf4YMGc6yZUsYP/4KHMdh8uQ7mTt3NsXFRYwePbbaOe3bd+Qf/3iG//73BVJSUrn99j/9ZIwTDFK+1lK8cB7la74Ole307BMq2+nYOcJnJSIi4q7MzMxtmZmZ2TUMq/HeVWPMKGAIMLjSnCPDfa2AnTUc4/fW2psBrLXTCVXM1MrBXJLz7ue1iDQAXq+XSZMm79PWqVPnn4x76qm/V7xu3rw5TzzxdLX7C5aUUPr5UkoWzSewYzuelFQST88ksf9AvM3S6jR2ERGRRm6/965aa18xxgwGHgTOsNbuvdF2BjDVGPMYoZV6ZtRwjHbGmK7W2nUHG1xtE/4pwIpwrRBAJrW4QUBEGp9Azo5w2c6nOCUl+Dp0JOXiy4jv2RuPL7bmHYiIiDQxB7p31RjTEniPUI3/DGOMB/i3tfYxY8xMYCWhq/0X1nCYncAX4Rt1Kx5Ya609v6b4artKzwvGmKXACEI1Sc9Ya9fUZq6INHyO44TLduZTvuYr8Hj+t9qOynZERERqVMO9q9Wu7W6tvRe4t5aHeCn8c9Bqe9PuQmvtIEKP8BWRKOGUllLy+VJKFi0gsH1bqGxnxBkk9B9ETJrKdkRERBoKa+2CQ51b25Kej40xv7DWvnioBxKRhiOwMydUtrP0U5ySYnztO5By0S+J79VHZTsiIiINyN4H3QJxhCptSsNdScAP1toal/upbcI/CrjNGPNXQjVDHvb/hF0RaaDK1llKsuZT9s1q8HiI69mbxIFD8XU6Co/H43Z4IiIiUoW1tgWAMeYlYKK19sfw9vHsWza0X7VN+PsBFwMnAcXAh9ba9w86YhFxRbCwkIK3XqHsy+V4klNI/NlIEgYMIiatuduhiYiISO302JvsA1hrvzbG9K/NxNom/M8BCYSWHPIDk40xQ6y1P120W0QalLJvVpP/2n9xigpJOmMUiUNH4IlV2Y6IiEgj86kx5nXgRaAcGA1sqM3E2ib8Pa21PfduGGP+DXwJKOEXaaCCJcUUvvMmpcs+JaZNO1J/cy2+I9u7HZaIiIgcmmuBqwgt+RlLaAnQibWZWNuE/0tjTCdr7d5PEYloxR6RBqts3bcUvPoiwbxcEoefTtLITN2MKyIi0ohZa/3A38I/B6W2CX8XQl8jbAlvtwC8xpjPwwGcdLAHFpG655SXUfjeu5QsnIe3VQZp100gtvPRboclIiIih8kYcx6hK/onElqpJxFYb609oaa5tU34Lzr08ESkPpT/kE3By/8hsGM7CQOHkHzWuXji4t0OS0REROrG48BI4PfAlcDxwBW1mVjbJ+3+cKiRiUhkOX4/RR/MpvijuXjTmtPsquuJO7ab22GJiIhI3dpsrbXGmJXAcGvtR8aY4bWZWNsr/CLSAPm3biH/5f8Q2LKJ+JP7kXzu+XgTE90OS0REROreLGNMH+DfwEfGmHLgq9pMVMIv0gg5wSDF8z6gaO57eBKTSP311cSf0MPtsERERCRyHiRUZv9r4ENgg7X2ydpMVMIv0sgEdmwn/5UX8G9YT1zP3qSMvRBvcorbYYmIiEhkPUfoRt05hJ6L9UtjTIa19o6aJirhF2kknGCQkk8WUjhzOh5fDCmX/Ir43ifh8XjcDk1EREQir7rnYq0AlPCLRINAXi4Fr75I+VpLrDmOlHGXEJPW3O2wREREpP58ZozpWGkxnVo/F0sJv0gD5jgOpZ8vpXD66zjBICnnX0R8v1N1VV9ERKSJMMZ8AThAM2BJledi/VibfSjhF2mggvl7KHjjZcq+WoXvqC6kXngpMS1buR2WiIiI1K8xh7sDJfwiDVDpyhUUvPkKTmkJSWePIXHwcDxer9thiYiISD2ri+dhKeEXaUCCRUUUvv0apcs/w9e+AykX/RLfEW3dDktEREQaMSX8Ig1Emf2GgldfJFiQT9LpmSSOOANPTIzbYYmIiEgjp4RfxGVOaSmFM96i5NNFxBzRhuaXX42vfUe3wxIREZEooYRfxEXl368j/5UXCebuJHHoCJLOGIUnNtbtsERERCSKKOEXcYFTXk7RnJkUL/gIb3pL0sbfROzRXd0OS0RERKKQEn6Reubf9AP5L/+HwI/bSOg/iOSzx+CJj3c7LBEREYlSSvhF6okTCFD84RyKPpyDNyWVZldeR5w5zu2wREREJMop4RepB/4ft1Lw8n/wb9pIfJ+TSR4zDm9SktthiYiISBOghF8kgpxgkOKsjymaPQNPfAKpv/wN8T17ux2WiIiINCFK+EUiJLAzh/xXXsC//jviTuhByvkX4U1t5nZYIiIi0sQo4RepY47jUPLpIgpnvIXH6yXlwkuJP6kvHo/H7dBERESkCVLCL1KHArvzKHj1Jcq//YbYrseS8vNfEJPewu2wREREpAlTwi9SBxzHoXT5ZxS+/RqO30/ymHEkDBiEx+t1OzQRERFp4pTwixymYEE+BW++StmqFfg6HUXqhZcSk9Ha7bBEREREACX8IoeldPVKCt54Gae4mKSzziVx6Ahd1RcREWmCjDFXAjcD+cAl1trsSn39gMeBBGttn3BbPLAL+DY87BVr7YORiE0Jv8ghCBYXUzj9dUo/X0pMu/akXn0Dvrbt3A5LREREXGCMyQAmAb2BYcCjwNhKQ74H7gf+XKktDVhqrR0e6fh0KVLkIJWtteQ9+gClyz8jccQZNL/xt0r2RUREmraRwGxrbTEwBxhojKlYns9auwNYWWVOGpBXH8HpCr9ILTllpRTOnE7J4ixiMlqTdv1EYjt2djusCsFgkEceeZB169YSGxvLbbf9ifbtO1T0v//+bF599b/ExMTQpUtXfvvb2wAOOEdERKSpmzVrVpsJEyZ0rtKcZ63Nq7TdFtgKYK0NGmNygZZAzgF2nQb0NMYsA/YA11tr19RZ4JXoCr9ILZRnryf3sYcoWZxFwuBhNJ94a4NK9gGysuZRVlbG1KnPMX78jTz11GMVfaWlJfzjH3/jySen8swz0ygoKGDx4qwDzhERERGYMmXKa8D6Kj8TapjmAYI1jFkJXAycCswFnjqsQA9AV/hFDsDxl1M0dxbF8z7A2zydZuNvIq7LMW6HVa2VK1fQr98AALp378GaNd9U9MXGxvHMM9NISEgAIBAIEBcXz5Ili/c7R0RERGDSpEnjJkyY8FmV5rwq21uAAQDGGC+QDuQeaL/W2jJgaXjO88CNdRButZTwi+yHf/Mm8l/+D4FtW4jvO4Dkc87Dm5Dodlj7VVhYSHJySsW21+vF7/fj8/nwer20aNESgNdff5ni4mJOOaUfH330/n7niIiICGRmZm7LzMzMrmHYXOBOY0wSMBzIAiYaYzZba1+pboIx5hxgsbV2J6Er/VU/VNQZ/asuUoUTCFA87wOK3p+FJymZZldcQ9xx3d0Oq0bJyckUFRVVbDuOs0/iHgwGefrpv7Bx4wbuu+9hPB5PjXNERESkZtbaHGPMQ8ASwstyArfs7TfG/INQ6c5RxpjlwPWEviV4wxjThlD9/68iFZ/+ZRepxL/9Rwpe/g/+jRuI63UiKef9HG9ystth1UqPHr1YtCiLESNOZ/XqVRx9dNd9+qdMuZ/Y2FgeeOARvOFnBdQ0R0RERGrHWjsNmFap6aZKfVftZ9qwSMa0lxJ+EcAJBilZtIDC997BExdL6i9+TXzvk9wO66AMGTKcZcuWMH78FTiOw+TJdzJ37myKi4vo1u14ZsyYTq9efbjppvEAjBt3cbVzREREJLp4HMdxO4aDNQjIys0txO+v6ebnupWRkcpjC3RTY0Mycchx7NiRf1j7COTuouCVFyj/bi2xx51A6gUX422WVkcRikReTUuyApSUlDBx4nXcdtsddOrUmbKyMu6//262bNlMcnIyt9xyKx06dHTpDEREGh6fz0t6ejLAYGChy+EcFi3LKU2W4ziULP2EvEcewL/pB1LGXUKzy69Rsi+NTlbWgZdXXbPma66//io2b95c0fbuu2+RmJjE3//+PBMnTuKxxx6u36BFRKTeRLSkxxhzJXAz4ZsXrLXZVfquBNoBd1hrn49kLCKVBffsJv/1lyn/ZjWxXY4h5ee/ICa8io1IY3OgJVmB8NX8Kdxzzx0VbevXr6d//1MB6NixM9nZ6+svYBERqVcRS/iNMRnAJKA3oRsSHgXGhvvigBbAQKANsNoY84a19vBqM0RqofTLLyh48xWcsnKSzz2fhIFD8Hj1ZZc0XgdakhWgZ8/eP5lzzDHHsnhxFkOGDOOrr1aTk7ODQCBATExMfYUtIiL1JJJX+EcCs621xcaYOcDzxhiPtdYJP2hg7/fHm40x2UBrQt8EVDDGNAeaV26bOnVqm2HDhkUwbIlWwcJCCt5+lbIVX+Dr0ImUiy7F17qN22GJHLZDWV511Khz2bBhPTfeeA09evTCmG5K9kVEolQkE/62hNYUxVobNMbkAi2BnMqDjDFpQAaQXc0+JgD7LBsydepUhg0btvcmChEyMlJrHFPw5ZdsmTaNQEEBGWPH0nLUKDxKbiRKDBzYn48//piLLhrLihUr6NbNVPt7ERfnIz09iYyMVJYvX86gQQO45567WLVqFTt3/lir3yUREWl86nNZTg9Q3bI6fwCmWmsD1fQ9DjxfueGaa645GXjNrVV6pOE50Co9wZISCt99k9KlnxDTpi3NLx+Pc2R7cnYV7XeOSGPTu3d/PvxwHuefP65iedUXX3yN4uIiRo8eWzGurMxPbm4RO3bkk5LSiilTHmXq1H+QkpLK7bf/6bBXvBIRiSaVVulp9CKZ8G8BBgAYY7xAOpBbeYAxZhQwhNByRz9hrc0j9BSyytrXcZwSpcq+W0vBKy8QzMslcfhpJI08C48v9pD2lZaeRJxP3wg0JGX+ALtz9cENQjX7kyZN3qetU6fOPxn31FN/r3jdvHlznnji6UiHJiIiDUAkE/65wJ3GmCRgOJAFTDTGbLbWvmKMGQw8CJxhrS2PYBzSxDjlZRTOepeSrHl4W2WQdt0EYjsffVj7jPPF6BkMDczEIce5HYKIiEijELGE31qbY4x5CFhCeFlO4BYAY0xL4D1CNf4zjDEe4N/W2sf2tz+R2ijfuIGCl/9DYPuPJJw6mORRo/HExbsdloiIiIhrIlrDb62dBkyr1HRTpdcqiJc64/j9FH0wm+KP38eb2oxmV11P3LHd3A5LRERExHX1edOuSET4t20h/+X/ENi8ifiT+pI8+ny8iUluhyUiIiLSICjhl8YrGGTne++R98abeBITSf3VlcR37+V2VCIiIiINihJ+aZSS9uTSY8FMtm/fTFz3XqScfyHeFFWJSd3TCk0Nj1ZoEhE5OEr4pXFxHDqsWY5ZNg/H66Xd1VdT2rU7Ho/H7cgkSmmFpoZHKzSJiBwcJfzSaCQU7KH7wlm02pLNjiOPYvWgTHqe2lcPCxIRERE5ACX80vA5Du3WfcVxSz7AEwzy1alnsNH0Al3VFxEREamREn5p0OKKCzlh0RyO+GEtu45oz6rBZ1HcLN3tsEREREQaDSX80mC1zv6WExbPwVdeyppThpN9wsng9bodloiIiEijooRfGhxfaQnHffoBR373FbtbHsGqIRdRkJ7hdlgiIiIijZISfmlQWm5eT4+s94grLmRd74F813sAjldLIoqIiIgcKiX80iDElJdhln1MxzUryG/eki9OO589rdq4HZaIiIhIo6eEX1zXfNsmembNJDE/j/XdT2HtiUMI+vS/poiIiEhdUFYlrvH6/RzzRRadVy+lOCWNpWddQm6bDm6HJSIiIhJVlPCLK5rlbKPHgpmk5uXwg+mN7TucQGyc22GJiIiIRB0l/FKvPMEAR3/5KV1WLKYsMYnPRo4jp/3RboclIiIiErWU8Eu9Sc7NoWfWTNJytrGly/F83f90/PEJboclIiIiEtWU8EvkOQ6dv1rGMZ8vIOCLY/nw0fx4VDe3oxIRERFpEpTwS0Ql7smjx8L3aLFtIz927MpXA8+kLDHZ7bBEREREmgwl/BIZjkN7+yXdln6E4/GwcvBZbOnaHTwetyMTERERaVKU8Eudiy/Kp/vC2WRs+p6ctp1YPfgsSlKauR2WiIiISJOkhF/qjuPQ9vtvOO6T94kJ+Pm6/2n8cNyJuqovIiIi4iIl/FInYkuKOGHxXNpkW/Iy2rFyyCiK0lq4HZaIiIhIvTDGXAncDOQDl1hrsyv19QMeBxKstX0qtf8JuBDYAlxkrd0Vidi8kdipNC0ZP6xj0FvTaP3DWuxJQ/l01C+U7IuIiEiTYYzJACYBfYF7gEerDPkeuL/KnN7AmUBP4C3gj5GKTwm/HDJfWSnds2Zy0gdvUJqYzOJzf8X6Xv3Bq/+tREREJDrMmjWrjTGmc5Wf5lWGjQRmW2uLgTnAQGNMRU2ztXYHsLLKnFHA69baIPAqcHakzkElPVHGCQbJenEqOzdl4/X5GParG0hr3baiP/vLpXz+7qt4Y2IwA0dw/JCRBPx+Pn7uCfJ3bsfj8TL0sutJb9v+gMdpsWUDPbLeI6Eon+96DWBd74E4MTGRPj0RERGRejVlypTXqmm+G7ir0nZbYCuAtTZojMkFWgI5B9h1W2BheM5OY0zEyiN0KTbKrF+xBH95Gefd/hD9x17GJ68+V9EX8PtZ/Mo0zp54F+dOupdvFsylaHcuP6z+nGAgwHm3PcRJ51zI0rdf2O/+vf5yjvv0A/rOfplgjI9PR13K2pOGKNkXERGRqDRp0qRxwFFVfh6vYZoHCEY2strTFf4os23tN3TsfiIAR3QxbN+wrqIvb9sm0lq3JT45BYA2xxzH1rVf0+LIjjjBIE4wSHlxEd6Y6v+3SNu+mZ4LZpK8J5fs40/i25OHEvTFRv6kRERERFySmZm5LTMzM7uGYVuAAQDGGC+QDuTWYs6R4TmtgJ2HF+n+6Qp/lCkrKSIuMali2+v1EgwEQn3F+/bFJSRSVlxEbHwC+Tu38/KfbmD+v5+mx8/2LSHzBPwc89l8+s98EW8wwNLMi1jT/zQl+yIiIiIhc4GRxpgkIBPIAiYaYy48wJwZwAXhDwgXhrcjQlf4o0xcQhJlJcUV207QwRsut4lL3LevrKSYuKRkVr7/Lh1O6EO/sb+kYNcO3nnkDn5+1xP4YuNI3bmdHgtm0Cx3BxuP7cmavj8jEBdf7+clIiIi0lBZa3OMMQ8BSwgvywncsrffGPMP4FTgKGPMcuB6a+1iY8xMQjfzbiGU9EeEEv4o06ZrN7K/XEbXUwbx43eWFu07VfQ1b9Oe3du3UlKYT2x8Alu//YpeI8eQt3VjRRlPfHIqwYAf/H6O/vpzui5fSFl8Ip+fdj47OnZ167REREREGjRr7TRgWqWmmyr1XbWfOfcC90Y4NCX80eaoPv3Z9PWXvPXgreDAsF/fyNol8ykvLeH4IWdw6s8vZ+Zjd+M4QboNOo2U9Jb0PO1cPn7+Sd5+6HaCAT+DzziPQR+8QfMdW9h6VDe+HjCS8oREt09NRERERA6BEv4o4/F6GfLLa/dpq7zEZudefencq+8+/bEJiYwc/3twHDp+8wVm2TwCPh8rhp3LtqOPq5e4RURERCQylPALAAkFu+mRNYuWWzewvf3RfDUok9KkFLfDEhEREZHDpIS/qXMcjly7iuOWfAgOrB54JpuO7QkeT81zRURERKTBU8LfhMUVFdB90Rxab1zHrjYdWDV4FMWpaW6HJSIiIiJ1SAl/E3XE+jWcsHguMf5yvun3MzYcf7Ku6ouIiIhEISX8TdBxi+fSac1y8lq1ZdWQURQ2b+l2SCIiIiISIUr4mxrHwVdexrcnDmZ9z/44Xj1sWURERCSaKeFvajweVg092+0oRERERKSe6PKuiIiIiEgUU8IvIiIiIhLFlPCLiIiIiEQxJfwiIiIiIlFMCb+IiIiISBRTwi8iIiIiEsWU8IuIiIiIRDEl/CIiIiIiUSyiD94yxlwJ3AzkA5dYa7Mr9fUDHgcSrLV9IhmHiIiIiEhTFbEr/MaYDGAS0Be4B3i0ypDvgfsjdXwREREREYlsSc9IYLa1thiYAww0xnj2dlprdwArI3h8EREREZEmL5IlPW2BrQDW2qAxJhdoCeTUdgfGmOZA88ptU6dObTNs2LA6C1JEREREJJpFtIa/Cg8QPMg5E4A7KzdMnTqVYcOGkZ6eXFdxSSOXkZHqdgjiEr33TZfeexGR2otkwr8FGABgjPEC6UDuQe7jceD5yg3XXHPNycBrubmF+P0H+/nh8OgfmIZpx478iB9D733DpPe+6aqP915Emjafzxs1F5gjmfDPBe40xiQBw4EsYKIxZrO19pXa7MBamwfkVWluX5dBioiIiIhEs4jdtGutzQEeApYAfwB+C3QGjgQwxvwDeC/00iw3xpwaqVhERERERJqqiNbwW2unAdMqNd1Uqe+qSB5bRERERET0pF0RERERkahWn6v0iIiISB0KBoM88siDrFu3ltjYWG677U+0b9+hon/hwgU8//yzxMTEMGrUuZx77nkA/Oc/z7Fw4QLKy8sZO/YCzj57jEtnICL1QQm/iIhII5WVNY+ysjKmTn2O1atX8dRTj/Hgg6EH2/v9fp588lH+8Y9/k5iYyLXX/oaBAwezYUM2q1at5G9/+yclJSX897//cfUcRCTylPCLiIg0UitXrqBfvwEAdO/egzVrvqnoy85ez5FHdqBZs2YA9OzZiy+/XMG3366hS5euTJ78OwoLC7n++ptdiV1E6o8SfhERkUaqsLCQ5OSUim2v14vf78fn81FYWEhKyv/6kpKSKSwsYPfuPLZt28rDDz/O1q2bufXWW3jppTfweDxunIKI1AMl/CIiIo1UcnIyRUVFFduO4+Dz+Sr1FVb0FRWFPgA0a5ZGx46diY2NpWPHzsTFxZOXl0t6eot6j19E6odW6REREWmkevToxaefLgJg9epVHH1014q+zp2PYtOmjezZs5vy8nJWrFhO9+496dmzN0uWLMZxHHJydlBSUkyzZmlunYJI1DDGXGmMWWWMWWyM6Vyl7yhjzCfh/ivCbfHGmMLw86iWG2Nui1RsusIvIiLSSA0ZMpxly5YwfvwVOI7D5Ml3MnfubIqLixg9eiw33DCRW265kWAwyKhR55KR0ZqMjNZ8+eUXXHXVrwgGg9xyy63ExMS4fSoijZoxJgOYBPQGhgGPAmMrDXkMuBtYACw3xrxD6ML7Umvt8EjHp4RfRESkkfJ6vUyaNHmftk6dOle8HjRoCIMGDfnJvOuu0426jd2hLsl6+eWXVNz30a7dkUyefKcr8Tcms2bNajNhwoTOVZrzrLV5lbZHArOttcXGmDnA88YYj7XWMcZ4gAHAeeHtueHxy4A86oESfhEREZFGJivr4JdkTUlJBeCpp/7uXuCN0JQpU16rpvlu4K5K222BrQDW2qAxJhdoCeSE/5trrXXCYzcD7YA0oKcxZhmwB7jeWrsmEuegGn4RERGRRqa2S7LGxsZWLMm6bt1aSkpKmDjxem66aTyrV69yK/xGZdKkSeOAo6r8PF7DNA8QrKFvJXAxcCowF3iqDsKtlq7wi4iIiDQyh7Ika0JCAhdf/EvOOWcMGzf+wO9+dxMvvfRGxcpOUr3MzMxtmZmZ2TUM20KobAdjjBdIB3LDfTuBdGOM11obBI4EFllry4Cl4TnPAzfWffQhusIvIiIi0sgcypKsHTp05IwzMvF4PHTs2Im0tDR27syp99ij1FxgpDEmCcgEsoCJxpgLw6U8i4Azw/0jgbnGmHOMMS3D8y8GPotUcEr4RURERBqZQ1mSdebMd3jyyccByMnZQWFhIS1btnIj/Khjrc0BHgKWAH8Afgt0JnQ1H+AW4I/h/gestTsJ3bD7hjFmDTAauClS8ek7HBEREZFG5lCWZD377NHcd99dXHvtb/B4PNx++x0q56lD1tppwLRKTTdV6ssmVKtfeXwWoSU8I07vsoiISBVp6UnE+bQ2fUNT5g+wO7eo5oFNwKEsyRobG8tdd91XH+FJA6OEX0REpIo4XwyPLfim5oFSryYOOc7tEEQaJdXwi4iIiIhEMSX8IiIiIiJRTAm/iIiIiEgUU8IvIiIiIhLFlPCLiIiIiEQxrdIjIiIiEqYlWRsmLcl6eJTwi4iIiIRpSdaGSUuyHh6V9IiIiIiIRDEl/CIiIiIiUUwJv4iIiIhIFFPCLyIiIiISxZTwi4iIiIhEMSX8IiIiIiJRTAm/iIiIiEgUU8IvIiIiIhLFlPCLiIiIiEQxJfwiIiIiIlFMCb+IiIiISBRTwi8iIiIiEsWU8IuIiIiIRDEl/CIiIiIiUUwJv4iIiIhIFFPCLyIiIiISxZTwi4iIiIhEMSX8IiIiIiJRTAm/iIiIiEgUU8IvIiIiIhLFlPCLiIiIiEQxJfwiIiIiIlFMCb+IiIiISBTzRXLnxpgrgZuBfOASa212pb6jgJeAFOAxa+20SMYiIiIiIhIph5L3GmP+BFwIbAEustbuikRsEbvCb4zJACYBfYF7gEerDHkMuBvoB9xqjGkVqVhERERERCLlUPJeY0xv4EygJ/AW8MdIxRfJkp6RwGxrbTEwBxhojPEAhP87AJhjrS0C5obHi4iIiIg0NoeS944CXrfWBoFXgbMjFVwkS3raAlsBrLVBY0wu0BLICf8311rrhMduBtpV3YExpjnQvHLbtGnTOgwcOJCYGHduP2iXmujKcWX/fL76+X9B733Do/e+6aqP917ve8Ok977pqq+/8/fam2t++OGH7a+77rrOVbrzrLV5lbYPJe9tCywMz9lpjGkRmTOJcA1/FR4geJB9E4A7KzfMnTuXgQMH0qyZO7+MF/bp7MpxZf/S05Pr5Th67xsevfdNV32893rfGya9901Xff2dX9Wzzz7732qa7wbuOsC0Q8l7IyaSCf8WQl9fYIzxAulAbrhvJ5BujPGGv8Y4ElhUzT4eB56v3LBnz56UnTt3ntGyZcsvgPLIhC4iIiIiTVzstm3bTkxLS5sDFFTpy6uyfSh5b0L4NeF7WXdG4iQAPI7j1DzqEIQDXwT0AYYDV4S3N1trXzHGvAk8C8wDVgADrLURO1ERERERkUg4lLyXULI/FRgIXAscba39bSTii1gxlLU2B3gIWAL8Afgt0JnwJxngFkJ3Iy8BHlCyLyIiIiKN0aHkvdbalcBMYCUwGrg3UvFF7Aq/iIiIiIi4T0/aFRERERGJYkr4RURERESimBJ+EREREZEopoRfRERERCSKKeEXEREREYliSvilgjGmuTGmp9txSP0zxnQyxoxwOw6pf8aYvsaY0W7HIfXHGOMxxpxjjBnndixS/4wxHrdjkPqnZTkFCCX7wMtACXAscJ611roalNQbY8zJwKvAHOD31tp8l0OSemCM6QEMBU4DjgJ+rt/76GeMaUnowUC/BJoBV1tr17obldQnY0xr4EngeWvtLLfjkcjTFX7BGNMCmAB8a60dAzwPGBdDkvqXA7wLrFKy33RYa1cBT4d/7z9Bv/dNQviBP69ba0cTehJob5dDknpijEkyxgwE3gb6uxyO1COf2wFIg3AWEAf8LbzdDmgFvONaRFLf+gKlwKcQ+srXWquv/5oAa23QGJMABIET0O991DPGdCB0dX830AHY6G5EUh+MMfHANOALYBvwevi1NAG6wt/EGWNSgG7AOmvtN+Hms4F/uxeV1Kfw1/u9Cf2jvwpAyX50q1zDa4zxApcRevz7f10LSupTDjCA0MWeuwh9qytRzBhzBPAM8KG19mEgD1gD7HIzLqk/SvglDugIrAYwxtwIrLTWrnY1KqlPQ4EE4HNrbblu6Ip+ez/QGWPOAf4FDAPusNZmuxiWRJgxpo8xxmetLQYuBTYBBUC5u5FJPTgSaAucbYz5M7ADyLLW6r1vIlTSIy2B4621S8PbtwC/cTEeqSfGmKMAP9AZWIeu7jcJxphYQr/jI4GdhL7N+9xaqyt9USz8QX5v6d7XQHF4O8Nau8PN2CTyrLVfAGeGP+Q/Tujv/mmAbtJvInSFX3KAdcaYfxtjpgCfWGs/cjsoqRcjCdVvXg3ssdbmh8s7JLp5ga7AQMADfKpkP/qFP8jnA68ZY14F/gF8b6392t3IpD6EP+hDKNGfTmihju2uBST1Tstyyt5Veq4D3ge+1iotTUelFZrOAcZaa9e7G5HUF2NMGqH3/lJCyzJ+7G5EUh/C9+xcTWh1npXW2jx3I5L6FH7mRiLwir7NbVqU8IsIxpgYa23A7Tik/hljfEBsuK5bRESikBJ+EREREZEopnpdEREREZEopoRfRERERCSKKeEXEREREYliSvhFRERERKKYHrwlIhIBxpi/AqcCbYAAoSdbzgGusdamVxn7HKEnHhcAe4B/Wmufq+Vx0oAV1tqjjDFDCa2xvQEIAs8Df4nk8nvGmC7AXwk9xXM3MCH8kJ/9jR8C/Git1QN/RETqia7wi4hEgLX2emttH+AZYIq1to+19rYDTJlore1JaF38J4wxMYd46I+ttb2AIcDphJ6xERHGmERgJnB3+Ji/IvTh5kDOBrpFKiYREfkpXeEXEWlY0oEN1tpAeI38R4H+QGvgUmvtQmNMM0JX77sAq6vbSfjJyTcQ+lbhr8aYJEIfPk4h9ITNi621W4wxywkl7T+z1p5qjLkU+D2hp/A+ba39G4Ax5jZCD2w6Mjx/CqEnt8611n4SPmbFg9uMMV8BbwOjw+PPBC4AfgNcYIw531p7WV38gYmIyIHpCr+ISMPwmDHmW+Az4E8A1lo/8C9rbV9gPHBNeOwfCH0o6AU8tL8dWmuzgfTwB4fbgCxr7XHA3cDk8LAewLfhZN8AdwIDgb7AdcaYk40x7YCbgeOBfsCn1tq/AN2Bz/dz+GOB2UBPIA4YZq19CXiH0LcZSvZFROqJEn4RkYZhorX2WOA44DZjTM9w+zZjzGRC5TL9wm0jgBfCrzfUYt8OoSvsN4Wv6D8KtAr3FVlr/11pv7OstfnhJ+++TagsaA+hUp1UQt80HBEe7znAMQustVnW2iCwgtC9DCIi4gIl/CIiDYi19lvgXWC4MaYTMAP4gFAtfmx4WCxQXtO+jDFdgR3W2gChv++vDd9L0Ntae1F4WOWa+6oJvAfwWmsLgE8IfQC4i9DVfoCvgZNqcVrl1exbRETqiRJ+EZEGxBjTCsgEviJUQvOdtXYp+ybWSwjVxkOoJr+6/aQCTwFPhJvmEKqfxxgTb4zJqGbaR0CmMSY1fEPuaOB9Y0wccJy1dqC19lRr7fLw+P8CZxpj+ob328EY84saTnEzofsARESknijhFxGpX82MMWsr/XQMtz8WvtH1c+Bda+0HhBLwZsaYZYTKefLDY+8CTjfGfEGoDKe40v6HG2NWAlnAe9bav4fb7wM8xpivgQWEavf3Ya39BrgHWAQsBZ6x1i611pYBu4wx3xhjvjDGvGKMOd5aW0joQ8GDxpgvgZeBdTWc/xuESpZerd0fl4iIHC6P40RseWYREYkCxpjhwLnW2onGGC+hewCKrLWTa5gqIiINgK7wi4hITb4GuhpjPidUatQWeMTdkEREpLZ0hV9EREREJIrpCr+IiIiISBRTwi8iIiIiEsWU8IuIiIiIRDEl/CIiIiIiUUwJv4iIiIhIFFPCLyIiIiISxf4fwuNARVKUsQoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_slt2 = combiner.transform(train_slct1)\n",
    "for col in bins.keys():\n",
    "    bin_plot(train_slt2, x=col, target='TARGET')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "手动调整分箱"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T16:56:45.994314Z",
     "start_time": "2021-05-26T16:56:45.977313Z"
    }
   },
   "outputs": [],
   "source": [
    "adj_bin = {'DerogCnt': [2, 6], \n",
    "           'TLCnt12': [1], \n",
    "           'TLCnt24': [6,9],\n",
    "           'TLCnt': [6,9],\n",
    "           'TLMaxSum': [17132.0, 54928.0],\n",
    "           'TLDel60Cnt': [1,2],\n",
    "           'TL50UtilCnt': [3,6],\n",
    "           'TLDel60CntAll': [1,2,7],\n",
    "           'TLOpenPct': [0.4688],\n",
    "           'TLDel60Cnt24': [1, 2, 3],\n",
    "           'TLOpen24Pct': [0.1765]}\n",
    "combiner.set_rules(adj_bin)\n",
    "train_slt2 = combiner.transform(train_slct1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "WOE编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T17:04:38.996369Z",
     "start_time": "2021-05-26T17:04:38.865361Z"
    }
   },
   "outputs": [],
   "source": [
    "woe = WOETransformer()\n",
    "train_slt3 = woe.fit_transform(train_slt2, train_slt2['TARGET'], exclude=ex_lst)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T17:18:25.453639Z",
     "start_time": "2021-05-26T17:18:25.442639Z"
    }
   },
   "source": [
    "划分训练集与测试集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T17:30:10.048940Z",
     "start_time": "2021-05-26T17:30:10.041939Z"
    }
   },
   "outputs": [],
   "source": [
    "_train, _test = train_test_split(train_slt3, test_size=0.3, random_state=2020)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "计算训练集与测试集样本的PSI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T17:30:21.367587Z",
     "start_time": "2021-05-26T17:30:21.194577Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1800, 28)\n"
     ]
    }
   ],
   "source": [
    "psi_df = PSI(_train, _test).sort_values(0)\n",
    "psi_df = psi_df.reset_index()\n",
    "psi_df = psi_df.rename(columns = {'index': 'feature', 0: 'psi'})\n",
    "psi_013 = psi_df[psi_df.psi < 0.13].feature.tolist()\n",
    "for i in ex_lst:\n",
    "    if i in psi_013:\n",
    "        pass\n",
    "    else:\n",
    "        psi_013.append()\n",
    "data = train_slt3[psi_013]\n",
    "print(data.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "二次特征筛选"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T17:33:08.998175Z",
     "start_time": "2021-05-26T17:33:08.938172Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "keep: 16 drop empty: 0 drop iv: 1 drop corr: 11\n"
     ]
    }
   ],
   "source": [
    "data1, drop_lst = toad.selection.select(data, data['TARGET'], \n",
    "                                        empty=0.6, iv=0.001, corr=0.5, \n",
    "                                        return_drop=True, exclude=ex_lst)\n",
    "\n",
    "print('keep:', data1.shape[1], \n",
    "      'drop empty:', len(drop_lst['empty']), \n",
    "      'drop iv:', len(drop_lst['iv']), \n",
    "      'drop corr:', len(drop_lst['corr']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "逐步回归特征筛选"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T17:36:08.704454Z",
     "start_time": "2021-05-26T17:36:07.899408Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1800, 10)\n"
     ]
    }
   ],
   "source": [
    "data_stp = toad.selection.stepwise(data1, data1['TARGET'], \n",
    "                                   exclude=ex_lst, \n",
    "                                   direction='both', \n",
    "                                   criterion='aic', \n",
    "                                   estimator='ols', \n",
    "                                   intercept=False)\n",
    "print(data_stp.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T17:38:38.782038Z",
     "start_time": "2021-05-26T17:38:38.765037Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>TLOpenPct</th>\n",
       "      <th>TLBalHCPct</th>\n",
       "      <th>TLTimeFirst</th>\n",
       "      <th>CollectCnt</th>\n",
       "      <th>TARGET</th>\n",
       "      <th>InqFinanceCnt24</th>\n",
       "      <th>TLSatPct</th>\n",
       "      <th>TLDel3060Cnt24</th>\n",
       "      <th>TLBadCnt24</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>478</td>\n",
       "      <td>-0.09285</td>\n",
       "      <td>0.113188</td>\n",
       "      <td>-0.482743</td>\n",
       "      <td>-0.248017</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.372330</td>\n",
       "      <td>-0.676798</td>\n",
       "      <td>-0.379275</td>\n",
       "      <td>-0.351444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>87963</td>\n",
       "      <td>-0.09285</td>\n",
       "      <td>0.113188</td>\n",
       "      <td>-0.482743</td>\n",
       "      <td>-0.248017</td>\n",
       "      <td>0</td>\n",
       "      <td>0.092181</td>\n",
       "      <td>-0.676798</td>\n",
       "      <td>-0.379275</td>\n",
       "      <td>-0.351444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>35365</td>\n",
       "      <td>-0.09285</td>\n",
       "      <td>-0.552790</td>\n",
       "      <td>-0.482743</td>\n",
       "      <td>-0.026317</td>\n",
       "      <td>1</td>\n",
       "      <td>0.092181</td>\n",
       "      <td>1.132514</td>\n",
       "      <td>0.812150</td>\n",
       "      <td>0.781813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8250</td>\n",
       "      <td>-0.09285</td>\n",
       "      <td>0.113188</td>\n",
       "      <td>0.234507</td>\n",
       "      <td>-0.248017</td>\n",
       "      <td>1</td>\n",
       "      <td>0.092181</td>\n",
       "      <td>1.132514</td>\n",
       "      <td>0.537854</td>\n",
       "      <td>0.781813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>86359</td>\n",
       "      <td>-0.09285</td>\n",
       "      <td>-0.552790</td>\n",
       "      <td>-0.482743</td>\n",
       "      <td>-0.248017</td>\n",
       "      <td>0</td>\n",
       "      <td>0.092181</td>\n",
       "      <td>-0.453197</td>\n",
       "      <td>0.812150</td>\n",
       "      <td>-0.351444</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      ID  TLOpenPct  TLBalHCPct  TLTimeFirst  CollectCnt  TARGET  InqFinanceCnt24  TLSatPct  TLDel3060Cnt24  TLBadCnt24\n",
       "0    478   -0.09285    0.113188    -0.482743   -0.248017       0        -0.372330 -0.676798       -0.379275   -0.351444\n",
       "1  87963   -0.09285    0.113188    -0.482743   -0.248017       0         0.092181 -0.676798       -0.379275   -0.351444\n",
       "2  35365   -0.09285   -0.552790    -0.482743   -0.026317       1         0.092181  1.132514        0.812150    0.781813\n",
       "3   8250   -0.09285    0.113188     0.234507   -0.248017       1         0.092181  1.132514        0.537854    0.781813\n",
       "4  86359   -0.09285   -0.552790    -0.482743   -0.248017       0         0.092181 -0.453197        0.812150   -0.351444"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_stp.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 构建模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 模型构建与训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T17:49:24.355962Z",
     "start_time": "2021-05-26T17:49:24.333961Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.726524  , 0.74223723, 0.14835251, 0.46053988, 0.74387347,\n",
       "        0.7046773 , 0.40143899]])"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# label = data_stp.pop('TARGET')\n",
    "# del data_stp['ID']\n",
    "del data_stp['TLOpenPct']\n",
    "x_train, x_test, y_train, y_test = train_test_split(data_stp, label, test_size=0.3, random_state=2021)\n",
    "\n",
    "model = LogisticRegression(C=0.1, class_weight='balanced')\n",
    "model.fit(x_train, y_train)\n",
    "\n",
    "model.coef_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 模型评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T17:49:51.485514Z",
     "start_time": "2021-05-26T17:49:51.474513Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AUC:  0.7690027155634171\n",
      "KS:  0.4240514213109444\n"
     ]
    }
   ],
   "source": [
    "pred = model.predict_proba(x_test)[:, 1]\n",
    "fpr, tpr, _ = roc_curve(y_test, pred)\n",
    "ks = abs(fpr - tpr).max()\n",
    "_auc = auc(fpr, tpr)\n",
    "print('AUC: ', _auc)\n",
    "print('KS: ', ks)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T17:43:49.684820Z",
     "start_time": "2021-05-26T17:43:49.679820Z"
    }
   },
   "source": [
    "## 绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T17:50:01.491086Z",
     "start_time": "2021-05-26T17:50:01.211070Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1caeddc8>"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(fpr, tpr, label='auc:{}'.format(round(_auc,2)))\n",
    "plt.plot([0,1], [0,1], 'k--')\n",
    "plt.xlabel('False position rate')\n",
    "plt.ylabel('True position rate')\n",
    "plt.title('ROC Curve')\n",
    "plt.legend(loc='best')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 稳定性检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T17:55:21.322380Z",
     "start_time": "2021-05-26T17:55:21.260376Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "模型PSI： 0.3005281553559771\n",
      "特征PSI：\n",
      " TLTimeFirst        0.000124\n",
      "TLBalHCPct         0.002148\n",
      "CollectCnt         0.002156\n",
      "TLDel3060Cnt24     0.003119\n",
      "InqFinanceCnt24    0.003561\n",
      "TLBadCnt24         0.009181\n",
      "TLSatPct           0.012736\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "prob_train = model.predict_proba(x_train)[:, 1]\n",
    "model_psi = PSI(prob_train, pred)\n",
    "print('模型PSI：', model_psi)\n",
    "print('特征PSI：\\n', PSI(x_train, x_test).sort_values(0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生成测试集样本的KS报告"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T17:57:42.785471Z",
     "start_time": "2021-05-26T17:57:42.717467Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>bads</th>\n",
       "      <th>goods</th>\n",
       "      <th>total</th>\n",
       "      <th>bad_rate</th>\n",
       "      <th>good_rate</th>\n",
       "      <th>odds</th>\n",
       "      <th>bad_prop</th>\n",
       "      <th>good_prop</th>\n",
       "      <th>total_prop</th>\n",
       "      <th>cum_bad_rate</th>\n",
       "      <th>cum_bad_rate_rev</th>\n",
       "      <th>cum_bads_prop</th>\n",
       "      <th>cum_bads_prop_rev</th>\n",
       "      <th>cum_goods_prop</th>\n",
       "      <th>cum_goods_prop_rev</th>\n",
       "      <th>cum_total_prop</th>\n",
       "      <th>cum_total_prop_rev</th>\n",
       "      <th>ks</th>\n",
       "      <th>lift</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.133507</td>\n",
       "      <td>0.199714</td>\n",
       "      <td>0</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.113082</td>\n",
       "      <td>0.094444</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.164815</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.113082</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.094444</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.113082</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.199976</td>\n",
       "      <td>0.250503</td>\n",
       "      <td>3</td>\n",
       "      <td>53</td>\n",
       "      <td>56</td>\n",
       "      <td>0.053571</td>\n",
       "      <td>0.946429</td>\n",
       "      <td>0.056604</td>\n",
       "      <td>0.033708</td>\n",
       "      <td>0.117517</td>\n",
       "      <td>0.103704</td>\n",
       "      <td>0.028037</td>\n",
       "      <td>0.182004</td>\n",
       "      <td>0.033708</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.230599</td>\n",
       "      <td>0.886918</td>\n",
       "      <td>0.198148</td>\n",
       "      <td>0.905556</td>\n",
       "      <td>0.196891</td>\n",
       "      <td>1.104294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.253274</td>\n",
       "      <td>0.307613</td>\n",
       "      <td>1</td>\n",
       "      <td>54</td>\n",
       "      <td>55</td>\n",
       "      <td>0.018182</td>\n",
       "      <td>0.981818</td>\n",
       "      <td>0.018519</td>\n",
       "      <td>0.011236</td>\n",
       "      <td>0.119734</td>\n",
       "      <td>0.101852</td>\n",
       "      <td>0.024691</td>\n",
       "      <td>0.198614</td>\n",
       "      <td>0.044944</td>\n",
       "      <td>0.966292</td>\n",
       "      <td>0.350333</td>\n",
       "      <td>0.769401</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.801852</td>\n",
       "      <td>0.305389</td>\n",
       "      <td>1.205076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.310255</td>\n",
       "      <td>0.379539</td>\n",
       "      <td>8</td>\n",
       "      <td>45</td>\n",
       "      <td>53</td>\n",
       "      <td>0.150943</td>\n",
       "      <td>0.849057</td>\n",
       "      <td>0.177778</td>\n",
       "      <td>0.089888</td>\n",
       "      <td>0.099778</td>\n",
       "      <td>0.098148</td>\n",
       "      <td>0.055814</td>\n",
       "      <td>0.224868</td>\n",
       "      <td>0.134831</td>\n",
       "      <td>0.955056</td>\n",
       "      <td>0.450111</td>\n",
       "      <td>0.649667</td>\n",
       "      <td>0.398148</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.315279</td>\n",
       "      <td>1.364366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.383712</td>\n",
       "      <td>0.418647</td>\n",
       "      <td>4</td>\n",
       "      <td>51</td>\n",
       "      <td>55</td>\n",
       "      <td>0.072727</td>\n",
       "      <td>0.927273</td>\n",
       "      <td>0.078431</td>\n",
       "      <td>0.044944</td>\n",
       "      <td>0.113082</td>\n",
       "      <td>0.101852</td>\n",
       "      <td>0.059259</td>\n",
       "      <td>0.236923</td>\n",
       "      <td>0.179775</td>\n",
       "      <td>0.865169</td>\n",
       "      <td>0.563193</td>\n",
       "      <td>0.549889</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.601852</td>\n",
       "      <td>0.383418</td>\n",
       "      <td>1.437511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.419544</td>\n",
       "      <td>0.483748</td>\n",
       "      <td>9</td>\n",
       "      <td>43</td>\n",
       "      <td>52</td>\n",
       "      <td>0.173077</td>\n",
       "      <td>0.826923</td>\n",
       "      <td>0.209302</td>\n",
       "      <td>0.101124</td>\n",
       "      <td>0.095344</td>\n",
       "      <td>0.096296</td>\n",
       "      <td>0.077640</td>\n",
       "      <td>0.270370</td>\n",
       "      <td>0.280899</td>\n",
       "      <td>0.820225</td>\n",
       "      <td>0.658537</td>\n",
       "      <td>0.436807</td>\n",
       "      <td>0.596296</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.377638</td>\n",
       "      <td>1.640449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.485311</td>\n",
       "      <td>0.551746</td>\n",
       "      <td>9</td>\n",
       "      <td>47</td>\n",
       "      <td>56</td>\n",
       "      <td>0.160714</td>\n",
       "      <td>0.839286</td>\n",
       "      <td>0.191489</td>\n",
       "      <td>0.101124</td>\n",
       "      <td>0.104213</td>\n",
       "      <td>0.103704</td>\n",
       "      <td>0.089947</td>\n",
       "      <td>0.293578</td>\n",
       "      <td>0.382022</td>\n",
       "      <td>0.719101</td>\n",
       "      <td>0.762749</td>\n",
       "      <td>0.341463</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.403704</td>\n",
       "      <td>0.380727</td>\n",
       "      <td>1.781260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.551861</td>\n",
       "      <td>0.632751</td>\n",
       "      <td>12</td>\n",
       "      <td>42</td>\n",
       "      <td>54</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.777778</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.134831</td>\n",
       "      <td>0.093126</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.106481</td>\n",
       "      <td>0.339506</td>\n",
       "      <td>0.516854</td>\n",
       "      <td>0.617978</td>\n",
       "      <td>0.855876</td>\n",
       "      <td>0.237251</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.339022</td>\n",
       "      <td>2.059925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.633556</td>\n",
       "      <td>0.736702</td>\n",
       "      <td>17</td>\n",
       "      <td>37</td>\n",
       "      <td>54</td>\n",
       "      <td>0.314815</td>\n",
       "      <td>0.685185</td>\n",
       "      <td>0.459459</td>\n",
       "      <td>0.191011</td>\n",
       "      <td>0.082040</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.129630</td>\n",
       "      <td>0.398148</td>\n",
       "      <td>0.707865</td>\n",
       "      <td>0.483146</td>\n",
       "      <td>0.937916</td>\n",
       "      <td>0.144124</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.230051</td>\n",
       "      <td>2.415730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.737452</td>\n",
       "      <td>0.931790</td>\n",
       "      <td>26</td>\n",
       "      <td>28</td>\n",
       "      <td>54</td>\n",
       "      <td>0.481481</td>\n",
       "      <td>0.518519</td>\n",
       "      <td>0.928571</td>\n",
       "      <td>0.292135</td>\n",
       "      <td>0.062084</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.164815</td>\n",
       "      <td>0.481481</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.292135</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.062084</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>-0.000000</td>\n",
       "      <td>2.921348</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        min       max  bads  goods  total  bad_rate  good_rate      odds  bad_prop  good_prop  total_prop  cum_bad_rate  cum_bad_rate_rev  cum_bads_prop  cum_bads_prop_rev  \\\n",
       "0  0.133507  0.199714     0     51     51  0.000000   1.000000  0.000000  0.000000   0.113082    0.094444      0.000000          0.164815       0.000000           1.000000   \n",
       "1  0.199976  0.250503     3     53     56  0.053571   0.946429  0.056604  0.033708   0.117517    0.103704      0.028037          0.182004       0.033708           1.000000   \n",
       "2  0.253274  0.307613     1     54     55  0.018182   0.981818  0.018519  0.011236   0.119734    0.101852      0.024691          0.198614       0.044944           0.966292   \n",
       "3  0.310255  0.379539     8     45     53  0.150943   0.849057  0.177778  0.089888   0.099778    0.098148      0.055814          0.224868       0.134831           0.955056   \n",
       "4  0.383712  0.418647     4     51     55  0.072727   0.927273  0.078431  0.044944   0.113082    0.101852      0.059259          0.236923       0.179775           0.865169   \n",
       "5  0.419544  0.483748     9     43     52  0.173077   0.826923  0.209302  0.101124   0.095344    0.096296      0.077640          0.270370       0.280899           0.820225   \n",
       "6  0.485311  0.551746     9     47     56  0.160714   0.839286  0.191489  0.101124   0.104213    0.103704      0.089947          0.293578       0.382022           0.719101   \n",
       "7  0.551861  0.632751    12     42     54  0.222222   0.777778  0.285714  0.134831   0.093126    0.100000      0.106481          0.339506       0.516854           0.617978   \n",
       "8  0.633556  0.736702    17     37     54  0.314815   0.685185  0.459459  0.191011   0.082040    0.100000      0.129630          0.398148       0.707865           0.483146   \n",
       "9  0.737452  0.931790    26     28     54  0.481481   0.518519  0.928571  0.292135   0.062084    0.100000      0.164815          0.481481       1.000000           0.292135   \n",
       "\n",
       "   cum_goods_prop  cum_goods_prop_rev  cum_total_prop  cum_total_prop_rev        ks      lift  \n",
       "0        0.113082            1.000000        0.094444            1.000000  0.113082  1.000000  \n",
       "1        0.230599            0.886918        0.198148            0.905556  0.196891  1.104294  \n",
       "2        0.350333            0.769401        0.300000            0.801852  0.305389  1.205076  \n",
       "3        0.450111            0.649667        0.398148            0.700000  0.315279  1.364366  \n",
       "4        0.563193            0.549889        0.500000            0.601852  0.383418  1.437511  \n",
       "5        0.658537            0.436807        0.596296            0.500000  0.377638  1.640449  \n",
       "6        0.762749            0.341463        0.700000            0.403704  0.380727  1.781260  \n",
       "7        0.855876            0.237251        0.800000            0.300000  0.339022  2.059925  \n",
       "8        0.937916            0.144124        0.900000            0.200000  0.230051  2.415730  \n",
       "9        1.000000            0.062084        1.000000            0.100000 -0.000000  2.921348  "
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "toad.metrics.KS_bucket(pred, y_test, bucket=10, method='quantile')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 生成评分卡"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-26T18:03:26.739144Z",
     "start_time": "2021-05-26T18:03:26.670140Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>value</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TLBalHCPct</td>\n",
       "      <td>[-inf ~ 0.6726)</td>\n",
       "      <td>76.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TLBalHCPct</td>\n",
       "      <td>[0.6726 ~ 0.8668)</td>\n",
       "      <td>34.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TLBalHCPct</td>\n",
       "      <td>[0.8668 ~ inf)</td>\n",
       "      <td>-0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TLTimeFirst</td>\n",
       "      <td>[-inf ~ 75)</td>\n",
       "      <td>22.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TLTimeFirst</td>\n",
       "      <td>[75 ~ 178)</td>\n",
       "      <td>26.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>TLTimeFirst</td>\n",
       "      <td>[178 ~ inf)</td>\n",
       "      <td>72.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>CollectCnt</td>\n",
       "      <td>[-inf ~ 1)</td>\n",
       "      <td>44.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>CollectCnt</td>\n",
       "      <td>[1 ~ 2)</td>\n",
       "      <td>41.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>CollectCnt</td>\n",
       "      <td>[2 ~ 4)</td>\n",
       "      <td>33.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>CollectCnt</td>\n",
       "      <td>[4 ~ inf)</td>\n",
       "      <td>31.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>InqFinanceCnt24</td>\n",
       "      <td>[-inf ~ 2)</td>\n",
       "      <td>56.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>InqFinanceCnt24</td>\n",
       "      <td>[2 ~ 7)</td>\n",
       "      <td>37.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>InqFinanceCnt24</td>\n",
       "      <td>[7 ~ inf)</td>\n",
       "      <td>22.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>TLSatPct</td>\n",
       "      <td>[-inf ~ 0.25)</td>\n",
       "      <td>-31.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>TLSatPct</td>\n",
       "      <td>[0.25 ~ 0.4762)</td>\n",
       "      <td>28.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>TLSatPct</td>\n",
       "      <td>[0.4762 ~ 0.7059)</td>\n",
       "      <td>70.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>TLSatPct</td>\n",
       "      <td>[0.7059 ~ inf)</td>\n",
       "      <td>85.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TLDel3060Cnt24</td>\n",
       "      <td>[-inf ~ 1)</td>\n",
       "      <td>64.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>TLDel3060Cnt24</td>\n",
       "      <td>[1 ~ 2)</td>\n",
       "      <td>37.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>TLDel3060Cnt24</td>\n",
       "      <td>[2 ~ 3)</td>\n",
       "      <td>8.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>TLDel3060Cnt24</td>\n",
       "      <td>[3 ~ inf)</td>\n",
       "      <td>-7.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>TLBadCnt24</td>\n",
       "      <td>[-inf ~ 1)</td>\n",
       "      <td>53.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>TLBadCnt24</td>\n",
       "      <td>[1 ~ 2)</td>\n",
       "      <td>21.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>TLBadCnt24</td>\n",
       "      <td>[2 ~ inf)</td>\n",
       "      <td>14.46</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               name              value  score\n",
       "0        TLBalHCPct    [-inf ~ 0.6726)  76.39\n",
       "1        TLBalHCPct  [0.6726 ~ 0.8668)  34.51\n",
       "2        TLBalHCPct     [0.8668 ~ inf)  -0.50\n",
       "3       TLTimeFirst        [-inf ~ 75)  22.86\n",
       "4       TLTimeFirst         [75 ~ 178)  26.56\n",
       "5       TLTimeFirst        [178 ~ inf)  72.64\n",
       "6        CollectCnt         [-inf ~ 1)  44.81\n",
       "7        CollectCnt            [1 ~ 2)  41.97\n",
       "8        CollectCnt            [2 ~ 4)  33.56\n",
       "9        CollectCnt          [4 ~ inf)  31.05\n",
       "10  InqFinanceCnt24         [-inf ~ 2)  56.47\n",
       "11  InqFinanceCnt24            [2 ~ 7)  37.95\n",
       "12  InqFinanceCnt24          [7 ~ inf)  22.64\n",
       "13         TLSatPct      [-inf ~ 0.25) -31.29\n",
       "14         TLSatPct    [0.25 ~ 0.4762)  28.72\n",
       "15         TLSatPct  [0.4762 ~ 0.7059)  70.81\n",
       "16         TLSatPct     [0.7059 ~ inf)  85.21\n",
       "17   TLDel3060Cnt24         [-inf ~ 1)  64.76\n",
       "18   TLDel3060Cnt24            [1 ~ 2)  37.42\n",
       "19   TLDel3060Cnt24            [2 ~ 3)   8.82\n",
       "20   TLDel3060Cnt24          [3 ~ inf)  -7.91\n",
       "21       TLBadCnt24         [-inf ~ 1)  53.84\n",
       "22       TLBadCnt24            [1 ~ 2)  21.58\n",
       "23       TLBadCnt24          [2 ~ inf)  14.46"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "card = toad.scorecard.ScoreCard(combiner=combiner, \n",
    "                                transer=woe, C=0.1, \n",
    "                                class_weight='balanced', \n",
    "                                base_score=600, \n",
    "                                base_odds=35, \n",
    "                                pdo=60, rate=2)\n",
    "card.fit(x_train, y_train)\n",
    "final_card = card.export(to_frame=True)\n",
    "final_card"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:lkm]",
   "language": "python",
   "name": "lkm"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
